Frailty without advanced illness
Record written for Parity against synthetic measure QM-CRC. The advanced-illness exclusion requires both conditions and an age floor; only one is present.
Field mean
97.6
across 28 models
Models scoring 100
27
of 28
Models scoring 0
0
of 28
What the model was given
MEASURE QM-CRC — COLORECTAL CANCER SCREENING
Measurement year: 2026-01-01 through 2026-12-31.
ELIGIBLE POPULATION (denominator)
Age: 46 through 75 years as of 2026-12-31.
Continuous enrolment: the full measurement year with no more than one gap of up
to 45 days.
NUMERATOR — any one of the following, by the look-back window measured back from
2026-12-31:
N1. Faecal occult blood test or faecal immunochemical test during 2026.
N2. Stool DNA test during 2026 or the two years prior (three-year window).
N3. Flexible sigmoidoscopy during 2026 or the four years prior (five-year
window).
N4. CT colonography during 2026 or the four years prior (five-year window).
N5. Colonoscopy during 2026 or the nine years prior (ten-year window).
REQUIRED EXCLUSIONS
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31.
E2. Total colectomy any time on or before 2026-12-31.
E3. Hospice at any time during the measurement year.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness
documented during the measurement year. Frailty alone does not exclude, and
advanced illness alone does not exclude.MEMBER RECORD
MEMBER 40207. Date of birth 1953-08-09, so 73 years old on 2026-12-31.
Enrolment: 2026-01-01 through 2026-12-31, continuous.
History:
2026-02-20 Office visit. Frailty documented: gait instability, two falls in
six months, walker dependence.
No advanced illness diagnosis on record. No dementia, no metastatic disease,
no end stage organ failure.
No screening of any modality on record in the last ten years.
No colorectal cancer, no colectomy, no hospice.json{
"kind": "fields",
"fields": {
"status": "non_compliant"
}
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic9.9s · 88 out | 3.6s · 89 out | 7.4s · 77 out
json{
"status": "non_compliant",
"reason": "Age 73 and continuously enrolled; E4 requires both frailty and advanced illness but only frailty (2026-02-20) is documented, and no screening exists in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Age 73, continuously enrolled, no exclusion met (E4 requires frailty and advanced illness; only frailty documented 2026-02-20), and no screening in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status": "non_compliant", "reason": "Age 73 and continuously enrolled, so in denominator; E4 not met because frailty documented 2026-02-20 without advanced illness; no screening in any window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google4.2s · 479 out | 3.8s · 401 out | 3.9s · 394 out
Reasoning · 425 tokens
**Confirming eligibility criteria**
I'm currently reviewing the member's data against the defined eligibility parameters. Their age on the target date places them within the eligible bracket, and their enrolment status appears to meet the continuous coverage requirement. I'm now focusing on the exclusion criteria to finalize their eligibility.
**Validating exclusion conditions**
I've confirmed the member meets the age and enrolment requirements. My current focus is on exclusion criteria E4, noting that while frailty is present, the absence of an advanced illness diagnosis means this exclusion is not met. I'm now proceeding to evaluate the numerator criteria.
json{
"status": "non_compliant",
"reason": "The member meets denominator criteria and is not excluded because frailty alone does not exclude, but lacks any colorectal cancer screening within the look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 355 tokens
**Evaluating Member 40207**
I've determined Member 40207's eligibility for the QM-CRC measure in 2026. They meet the age requirement (73) and continuous enrollment criteria for the measurement year. Further steps will focus on the numerator criteria.
json{
"status": "non_compliant",
"reason": "The member is eligible without an exclusion since advanced illness is absent, but has no colorectal cancer screening on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 347 tokens
**Evaluating Member 40207**
I'm assessing Member 40207 for QM-CRC screening. The measurement period is the 2026 calendar year. The member will be 73 years old by the end of 2026, fitting within the 46-75 age range. They meet the continuous enrollment requirement.
json{
"status": "non_compliant",
"reason": "The member does not meet the frailty exclusion because advanced illness is absent, and no colorectal cancer screening is documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI2.6s · 114 out | 2.3s · 100 out | 3.0s · 113 out
Reasoning · 67 tokens
**Clarifying output requirements**
I need to output JSON keys specifically for the QM-CRC only status reason, without including met keys. I should determine the denominator, which is age 73—yes, they’re enrolled full. I’ll note exclusions like frailty but not advanced illness, so no E4 applies. The numerator shows no screenings in the last 10 years, marking them as non-compliant. I should keep the reason concise, making sure it's under 30 words!json{
"status": "non_compliant",
"reason": "Age 73 and continuously enrolled, with no exclusion and no colorectal screening recorded within required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Age 73 and continuously enrolled, with no exclusion and no colorectal cancer screening on record in the ten-year look-back."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 66 tokens
**Evaluating eligibility criteria**
I need to focus on outputting only JSON. For this case, I'll measure CRC but not FUM and include only the status reason. The member is 73 and eligible for continuous status, but there are some exclusions: they are frail but have no advanced illness, and they haven't undergone CRC, colectomy, or hospice, so they aren't excluded. With no numerators for the last decade, they appear non-compliant, and I must state that reason in under 30 words.json{"status":"non_compliant","reason":"Age 73 with continuous 2026 enrolment, no required exclusion, and no colorectal screening documented in the applicable look-back windows."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI1.4s · 47 out | 2.3s · 47 out | 1.6s · 50 out
json{
"status": "non_compliant",
"reason": "Frailty without advanced illness does not exclude, and no qualifying colorectal cancer screening occurred within the applicable look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Frailty without advanced illness does not exclude, and no qualifying colorectal cancer screening occurred within the applicable look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Frailty without advanced illness does not meet exclusion E4, and no qualifying colorectal cancer screening occurred within the applicable look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI6.7s · 379 out | 11.6s · 216 out | 5.4s · 285 out
Reasoning · 331 tokens
The task is about quality measure logic for colorectal cancer screening, QM-CRC.
json{"status": "non_compliant", "reason": "Age 73 and continuous 2026 enrolment place the member in the denominator; frailty without advanced illness is not E4 and no screening is on record."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 179 tokens
The member is 73 years old on 2026-12-31. Age requirement is 46 through 75, so they meet age.
json{"status": "non_compliant", "reason": "Age 73 and continuously enrolled with no exclusion; no CRC screening in any look-back window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 246 tokens
The member is 73 years old on 2026-12-31. Age requirement is 46 through 75, so they are in the age range.
json{"status": "non_compliant", "reason": "Age 73 and fully enrolled with frailty only, so E4 fails; no screening in any numerator window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI3.3s · 169 out | 3.4s · 171 out | 3.1s · 162 out
Reasoning · 124 tokens
The member is 73 years old on 2026-12-31, which is within 46-75, so age eligible.
json{
"status": "non_compliant",
"reason": "Age-eligible with continuous enrolment and frailty only; no advanced illness and no qualifying screening in look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 128 tokens
The member is 73 years old on 2026-12-31, which is within 46-75, so age eligible.
json{
"status": "non_compliant",
"reason": "Age-eligible with continuous enrolment and frailty only, but no CRC screening in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 124 tokens
The member is 73 years old on 2026-12-31, which is within 46-75, so age eligible.
json{"status":"non_compliant","reason":"Age-eligible with continuous enrolment and no exclusions, but no qualifying CRC screening in any look-back window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google10.3s · 933 out | 10.1s · 811 out | 10.0s · 802 out
Reasoning · 885 tokens
**My Thought Process for QM-CRC (Colorectal Cancer Screening) for 2026**
Alright, let's break down this Colorectal Cancer Screening (QM-CRC) measure for the 2026 measurement year. I need to determine the compliance status for this specific member.
First, I'll establish the core eligibility criteria. The measurement period is clear: January 1, 2026, to December 31, 2026. The member's date of birth is August 9, 1953. By December 31, 2026, they will be 73 years old. The age range for this measure is 46 to 75 years as of that date. My 73-year-old member falls squarely within this range, so that's a check. Next, continuous enrollment for the entire measurement year. The data confirms they were continuously enrolled from January 1 to December 31, 2026. So, both core criteria for being in the denominator are met.
Now for the exclusions. I'll go through them one by one.
* **E1: Colorectal cancer:** No diagnosis of colorectal cancer on record. This exclusion doesn't apply.
* **E2: Total colectomy:** No record of a total colectomy. This exclusion doesn't apply.
* **E3: Hospice:** No hospice enrollment. This exclusion doesn't apply.
* **E4: Age 66 or older AND both frailty and advanced illness documented during the measurement year:** This is the complex one. The member is 73, so the age part is met (>= 66). I see frailty is documented on February 20, 2026 – so that's met. However, the crucial part is "advanced illness." A quick scan of their record shows no diagnosis of advanced illness. Since *both* frailty *and* advanced illness are required for this exclusion, and advanced illness is missing, E4 is *not* met.
So, the member is in the denominator and not excluded by any of the defined criteria.
Now, let's move to the numerator. The numerator requires evidence of colorectal cancer screening of *any* modality within the last ten years. After reviewing the records, I found no such screening documented for this member in the preceding decade. Therefore, the member does *not* meet the numerator criteria.
Given that the member is in the denominator, not excluded, but fails to meet the numerator, their status is **non_compliant**.
My next task is to articulate the reason for non-compliance concisely, keeping it under 30 words and highlighting the specific unmet criteria. I need to be precise about why they are in the denominator but still non-compliant.
My initial thought for the reason was: "Member is in the eligible population, has frailty but no advanced illness for the exclusion, and has no screening on record to meet the numerator." That's 26 words.
Then I refined it to: "The member enters the denominator and lacks an advanced illness to meet the exclusion, but has no screening on record to satisfy the numerator." That's 24 words.
I'm aiming for clarity and exactness. I need to ensure it clearly states they *are* eligible and *not* excluded but lack the numerator activity. So, the fact that they *lack* advanced illness is key to them *not* being excluded.
Let's try one more iteration: "The member is eligible and lacks advanced illness for the exclusion, but has no qualifying screening on record to satisfy the numerator." That's 22 words. This feels good. It acknowledges eligibility, the specific missing exclusion component (advanced illness), and the failure to meet the numerator.
Finally, I need to ensure I'm outputting *only* the required JSON, with the keys "status" and "reason". For QM-CRC, no other keys are specified.
Therefore, the final output will be:
```json
{
"status": "non_compliant",
"reason": "The member is eligible and lacks advanced illness for the exclusion, but has no qualifying screening on record to satisfy the numerator."
}
```
json{
"status": "non_compliant",
"reason": "The member is eligible and lacks advanced illness for the exclusion, but has no qualifying screening on record to satisfy the numerator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 763 tokens
**My Thought Process for Evaluating Member 40207 for QM-CRC**
Alright, let's dive into this. My primary goal here is to determine the compliance status for MEMBER 40207 concerning the QM-CRC measure for the upcoming measurement year, which spans January 1, 2026, to December 31, 2026.
First, I need to confirm if this member falls into the **denominator**. This involves checking a couple of key criteria: their age and their enrollment status throughout the measurement year.
For age, the requirement is 46 through 75 years as of December 31, 2026. The member's date of birth is August 9, 1953. Calculating that, as of December 31, 2026, they will be 73 years old. Perfect, they meet the age criteria.
Next, continuous enrollment. The rule is full measurement year enrollment with no more than one gap of up to 45 days. My records indicate that this member has continuous enrollment for the entirety of 2026. So, they also meet the enrollment criteria. Therefore, I'm confident that the member is indeed in the denominator.
Now, let's move on to **exclusions**. I need to carefully review each exclusion to see if any apply and would remove the member from the denominator.
* **E1: Colorectal cancer.** I've checked the records, and there's no indication of this member having colorectal cancer. So, E1 doesn't apply.
* **E2: Total colectomy.** Again, no record of a total colectomy. E2 is out.
* **E3: Hospice.** The member is not on hospice care. E3 is not met.
* **E4: Age 66 or older AND both frailty AND advanced illness documented during MY.** The member is 73, so they meet the age part. However, while I *do* have documentation of frailty for this member, there is *no* record of an advanced illness diagnosis within the measurement year. Since *both* conditions are required for this exclusion, E4 is NOT met.
Since none of the exclusion criteria are met, the member remains in the denominator.
The next critical step is assessing the **numerator**. This means checking if the member has undergone any of the required colorectal cancer screenings within their respective timeframes. The eligible screenings are FOBT, stool DNA, flexible sigmoidoscopy, CT colonography, and colonoscopy.
I've thoroughly reviewed the available records, and the information is clear: "No screening of any modality on record in the last ten years." This is a definitive absence of a qualifying screening. Therefore, the numerator is not met.
Based on this, the member's **status** is clearly "non_compliant."
Now, I need to articulate the **reason** for this non-compliance, keeping in mind the need for conciseness and clarity, as requested. I also need to make sure I'm only including keys relevant to QM-CRC, and not those for measures like QM-FUM.
My initial thoughts on the reason were: "Member is in the denominator and has no advanced illness to meet the exclusion, but lacks any record of a qualifying colorectal cancer screening." That's pretty good, but I want to be as precise as possible for an expert audience.
Let's refine that. I want to highlight their eligibility and lack of exclusion, and then the core reason for non-compliance. "Member is eligible and not excluded because there is no advanced illness, but is non-compliant due to no record of any qualifying colorectal cancer screening." That's a bit more formal.
Another pass: "The member is eligible and not excluded, but has no record of a qualifying colorectal cancer screening within the required timeframes." This is concise and directly addresses the key points.
Finally, I'll use this version: "The member is in the eligible population and not excluded, but has no record of any qualifying colorectal cancer screening within the required timeframes." This feels the most robust and accurate for the context.
So, the final JSON output will reflect this:
```json
{
"status": "non_compliant",
"reason": "The member is in the eligible population and not excluded, but has no record of any qualifying colorectal cancer screening within the required timeframes."
}
```
json{
"status": "non_compliant",
"reason": "The member is eligible and not excluded, but has no record of a qualifying colorectal cancer screening within the required timeframes."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 753 tokens
**My Thought Process for Evaluating MEMBER 40207 against QM-CRC**
Alright, let's break down this evaluation for MEMBER 40207 against the QM-CRC measure for the 2026 measurement year.
First, I need to determine if the member falls into the denominator. The criteria are: age between 46 and 75, and continuous enrollment throughout 2026.
* **Age Check:** The member was born on 1953-08-09. As of 2026-12-31, they are 73 years old. This fits perfectly within the 46-75 age range. Good.
* **Enrollment Check:** The record indicates continuous enrollment for 2026. So, that condition is also met.
* **Conclusion on Denominator:** The member clearly meets both age and enrollment requirements, placing them squarely in the denominator for this measure.
Next, I move to the exclusion criteria to see if this member should be removed from the denominator. The exclusions are E1 (no colorectal cancer), E2 (no total colectomy), E3 (no hospice), and E4 (age 66+ AND both frailty AND advanced illness documented).
* **E1, E2, E3:** There's no indication in the provided information that the member has colorectal cancer, a total colectomy, or is on hospice. I'll assume these exclusions are not met based on the absence of contrary information.
* **E4 Check:** This one is more nuanced. The member is 73, so they meet the "age 66 or older" part. Now I need to check for *both* frailty and advanced illness documented during the measurement year.
* Frailty: Yes, frailty is documented on 2026-02-20.
* Advanced Illness: No, there is no mention of advanced illness being documented.
* **Conclusion on Exclusions:** Since *both* frailty and advanced illness are required for E4, and only frailty is present, this exclusion criterion is *not* met. The member remains in the denominator.
Now, I need to determine if the member meets the numerator. The numerator typically involves some form of qualifying colorectal cancer screening within a defined look-back period.
* **Screening Check:** The information states, "No screening of any modality on record in the last ten years."
* **Conclusion on Numerator:** The member has no record of any screening. Therefore, they do not meet the numerator criteria.
Finally, I need to determine the overall status and craft a concise reason for the non-compliance, adhering to the specified constraints.
* **Status:** The member is in the denominator and does not meet the numerator. This means the status is "non_compliant."
* **Reason Formulation:** I need to explain *why* they are non-compliant, referencing the key points: being in the denominator, not being excluded, and lacking screening. I also need to ensure it's a single sentence, under 30 words, and points to the deciding factor.
* Initial thought: "The member is in the denominator and has no record of any qualifying screening modality in the required look-back windows." - A bit generic.
* Refinement: "Member is in the denominator and not excluded but has no colorectal screening on record." - Better, more specific to colorectal.
* Further refinement, incorporating the frailty/advanced illness point: "The member is 73 and not excluded because there is no advanced illness, but has no colorectal screening on record." - This highlights the crucial detail for exclusion.
* Let's try to be even more precise and fit the constraints: I need to mention they are in the denominator, the reason for not being excluded (lack of advanced illness for E4), and the lack of screening for the numerator.
* Drafting the final reason: "The member meets denominator criteria and is not excluded since advanced illness is absent, but lacks any qualifying colorectal cancer screening on record." (23 words). This accurately reflects that they *qualified* for the denominator, *didn't qualify* for exclusion (due to the missing advanced illness component of E4), and therefore, without screening, are non-compliant.
Therefore, the final JSON output will be:
```json
{
"status": "non_compliant",
"reason": "The member meets denominator criteria and is not excluded since advanced illness is absent, but lacks any qualifying colorectal cancer screening on record."
}
```
json{
"status": "non_compliant",
"reason": "The member meets denominator criteria but is not excluded because advanced illness is absent, and has no qualifying colorectal cancer screening on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic2.5s · 122 out | 2.4s · 107 out | 1010.4s · 107 out
json{
"status": "non_compliant",
"reason": "E4 requires frailty plus advanced illness; only frailty documented 2026-02-20, and no screening of any modality within look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "E4 requires both frailty and advanced illness; only frailty documented, and no screening of any modality within look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Age 73 and continuously enrolled; E4 needs frailty plus advanced illness, and no screening of any modality within any look-back window."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google22.5s · 3,052 out | 13.5s · 1,028 out | 8.9s · 986 out
Reasoning · 3,006 tokens
**Colorectal Cancer Screening (QM-CRC) Analysis**
I've been reviewing the data for Measure QM-CRC, specifically for the measurement year of January 1, 2026, through December 31, 2026, for Member ID 40207. My first step was to determine if this member falls into the denominator for the measure.
Looking at their information:
* **DOB:** August 9, 1953.
* **Age on 2026-12-31:** This calculates to 73 years old. The measure requires members to be between 46 and 75 years old as of December 31, 2026. My calculation confirms the member is 73, which falls within this required age range. So, **age criteria met**.
* **Enrolment:** The member has continuous enrolment for the entire measurement year (January 1, 2026, to December 31, 2026). This aligns with the measure's requirement of full measurement year enrolment with a maximum of one 45-day gap, which wasn't present here. So, **enrolment criteria met**.
Based on these checks, I can confirm that **Member 40207 is in the denominator**.
Next, I need to determine if the member should be excluded from the measure, or if they meet the numerator criteria (meaning they are compliant).
**Exclusion Criteria (E1-E4):**
* **E1 (Colorectal cancer diagnosis):** No diagnosis of colorectal cancer (codes C18-C21) on record before or on December 31, 2026.
* **E2 (Total colectomy):** No total colectomy recorded before or on December 31, 2026.
* **E3 (Hospice):** No hospice care documented during the measurement year.
* **E4 (Age 66+ AND Frailty AND Advanced Illness):**
* Age: The member is 73, which is 66 or older. **(Yes)**
* Frailty: Frailty was documented on February 20, 2026. This is within the measurement year. **(Yes)**
* Advanced Illness: The record states "No advanced illness diagnosis on record." **(No)**
Since exclusion criterion E4 requires *both* frailty *and* advanced illness, and the member only has frailty documented, they **do not meet the exclusion criteria**.
**Numerator Criteria (N1-N5):**
The numerator requires documented evidence of colorectal cancer screening within specific look-back windows:
* **N1 (FOBT/FIT):** No FOBT or FIT recorded in 2026.
* **N2 (Stool DNA test):** No stool DNA test recorded in 2024-2026.
* **N3 (Flexible sigmoidoscopy):** No flexible sigmoidoscopy recorded in 2022-2026.
* **N4 (CT colonography):** No CT colonography recorded in 2022-2026.
* **N5 (Colonoscopy):** No colonoscopy recorded in 2017-2026.
Across all these modalities and their respective look-back periods, there is **no record of any colorectal cancer screening**. Therefore, the member **does not meet the numerator**.
**Final Status Determination:**
* The member is in the denominator.
* The member is not excluded.
* The member does not meet the numerator.
This leads to a final status of `non_compliant`. The reason for this status is that the member meets the eligible population criteria (age and enrolment) but lacks the necessary documentation of colorectal cancer screening within the required timeframes, and does not meet any of the exclusion criteria that would otherwise remove them from the denominator.
I've also verified that the specific required JSON keys for QM-CRC are "status" and "reason", and I have not included any keys related to QM-FUM, as per the instructions. The length of the reason string is also within the specified limit and clearly articulates the cause of the non-compliance.
```json
{
"status": "non_compliant",
"reason": "Member meets eligible population criteria but lacks a record of colorectal cancer screening within the required look-back windows."
}
```
json{
"status": "non_compliant",
"reason": "Member meets age and enrollment criteria but lacks a record of colorectal cancer screening within the required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 982 tokens
**My Thought Process for Assessing Colorectal Cancer Screening Compliance**
Alright, let's break down this member's status for the QM-CRC measure. I'm looking at Member ID 40207, born in 1953, and assessing their colorectal cancer screening for the 2026 measurement year.
First, the basics. For the 2026 measurement year, this individual turned 73 by December 31, 2026. Crucially, they were continuously enrolled throughout 2026, so they definitely meet the basic denominator criteria. The age range for this measure is 46 through 75, and at 73, they are squarely within it. So, denominator check: **Pass**.
Next, I need to consider any potential exclusions. The measure specifies several, including E1 (colorectal cancer diagnosis), E2 (total colectomy), and E3 (hospice). For this member, none of those apply. There's also E4, which flags members aged 66+ who have both frailty and advanced illness. This member is 73, so they meet the age component. They do have a documented frailty on February 20, 2026. However, there is no record of an advanced illness diagnosis. Therefore, **E4 exclusion does not apply**.
Now for the numerator – has screening actually occurred? I've reviewed all the potential screening modalities and their respective look-back periods:
* FOBT/FIT in 2026 (N1) - No record.
* sDNA in 2024-2026 (N2) - No record.
* Flexible sigmoidoscopy in 2022-2026 (N3) - No record.
* CT colonography in 2022-2026 (N4) - No record.
* Colonoscopy in 2017-2026 (N5) - No record.
In fact, there's a specific note stating, "No screening of any modality on record in the last ten years." Given the longest look-back period for colonoscopy is 10 years, this confirms they've missed the window for all screening types. So, the numerator criteria are not met.
Combining these findings, the member meets the denominator criteria, has no applicable exclusions, and has not met any numerator requirements. This unequivocally leads me to the conclusion that the member is **non-compliant**.
To articulate the reason concisely and accurately, adhering to the constraints, I need to capture that they are eligible but lack the required screening evidence within the specified timeframes. My initial thought for the reason was "The member is in the denominator, does not meet exclusions, and has no record of colorectal cancer screening within the required timeframes." I then refined it to be more precise about the look-back windows, realizing they are modality-specific. The note about "no screening... in the last ten years" is key here, as it covers the longest window.
After some iteration, I landed on this: "The member is eligible but has no record of any qualifying colorectal cancer screening modality within the specified look-back windows." This is 19 words and accurately reflects the situation – they are in the denominator, eligible, but simply haven't had any of the required tests done within the necessary timeframe.
So, to summarize my assessment:
* **Status**: "non_compliant"
* **Reason**: "The member is eligible but has no record of any qualifying colorectal cancer screening modality within the specified look-back windows."
json{
"status": "non_compliant",
"reason": "The member is eligible but has no record of any colorectal cancer screening modality within the required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 940 tokens
**My Thought Process for QM-CRC Measure Evaluation**
Alright, let's break down this member's situation for the QM-CRC (Colorectal Cancer Screening) measure. The measurement year is set for 2026, so I'm focusing on data within that timeframe and relevant look-back periods.
First, I need to determine if this member, identified as 40207, even belongs in the denominator for this measure. The key criteria here are age and continuous enrollment. The member was born in 1953, making them 73 years old as of the end of 2026. The measure specifies an age range of 46 to 75, so this member comfortably falls within that. Regarding enrollment, they were continuously enrolled for the entire measurement year, 2026, with no significant gaps. Therefore, this member absolutely enters the denominator.
Next, I have to check for any exclusion criteria that would remove them from the denominator, even though they qualify based on age and enrollment. These exclusions are: a diagnosis of colorectal cancer (C18-C21) on record, a history of total colectomy, hospice care during the measurement year, or being 66 or older with *both* frailty and advanced illness documented. I've reviewed the member's history. There's no record of cancer, colectomy, or hospice. For the age/frailty/advanced illness exclusion (E4), the member is 73, which meets the age requirement. Frailty is documented as of February 2026. However, there's no documented advanced illness. Since the exclusion requires *both* frailty and advanced illness, this member is *not* excluded.
Now, the crucial part: numerator compliance. Did the member receive a qualifying colorectal cancer screening? I've examined the available screening data for the relevant periods:
* FOBT/FIT: None recorded in 2026.
* Stool DNA test: None recorded in 2026, 2025, or 2024.
* Flexible sigmoidoscopy: None recorded from 2022 to 2026.
* CT colonography: None recorded from 2022 to 2026.
* Colonoscopy: None recorded from 2017 to 2026.
As you can see, there's a complete absence of any recorded screening modality within the required look-back windows. This means the member does not meet the numerator criteria.
Therefore, my conclusion is that this member is *non_compliant*. The specific reason is straightforward: they met all the denominator criteria and were not excluded, but they have no record of colorectal cancer screening within any of the defined timeframes. The required output keys are `status` and `reason`. The status is `non_compliant`, and the reason is: "The member is in the denominator but has no record of screening within the required look-back windows." I've double-checked that the FUM keys are not applicable here as this is the QM-CRC measure, not QM-FUM. Everything seems to align.
json{
"status": "non_compliant",
"reason": "The member is in the denominator but has no record of colorectal cancer screening within the required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot14.6s · 244 out | 13.3s · 331 out | 9.7s · 574 out
Reasoning · 173 tokens
Member: DOB 1953-08-09 → age 73 on 2026-12-31. In age range 46–75. Continuous enrolment full year. So in denominator.
Exclusions: E1 no CRC. E2 no colectomy. E3 no hospice. E4: age 66+ (yes, 73) AND both frailty and advanced illness documented during measurement year. Frailty documented yes (2026-02-20), but advanced illness not documented. So E4 not met. Not excluded.
Numerator: no screening in last ten years. None of N1–N5. So non_compliant.
Reason: age 73 in denominator, frailty alone doesn't exclude without advanced illness, no qualifying screening in look-back windows. Under 30 words.json{
"status": "non_compliant",
"reason": "In denominator at age 73 with continuous enrolment; E4 not met because advanced illness is not documented alongside frailty; no qualifying screening (N1-N5) within the look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 260 tokens
Let me analyze this quality measure task.
Member 40207:
- DOB 1953-08-09, age 73 as of 2026-12-31 (2026 - 1953 = 73, birthday August 9, so on Dec 31, 2026, they are 73). Age 46-75: eligible.
- Enrolment: full measurement year, continuous: eligible.
Exclusions:
- E1: No colorectal cancer. Not excluded.
- E2: No colectomy. Not excluded.
- E3: No hospice. Not excluded.
- E4: Age 66+ as of 2026-12-31 (73, yes) AND both frailty AND advanced illness during measurement year. Frailty documented 2026-02-20. But no advanced illness on record. E4 requires both. Not excluded.
Numerator: No screening of any modality in last ten years. N1-N5 all fail.
So status: non_compliant.
Reason: Age 73 in denominator with continuous enrolment; frailty without advanced illness does not exclude, and no qualifying colorectal screening in applicable look-back windows.
Keep under 30 words.json{
"status": "non_compliant",
"reason": "Age 73 with continuous 2026 enrolment; frailty alone (no advanced illness) does not meet exclusion E4, and no qualifying screening (N1-N5) is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 474 tokens
Let me work through this carefully.
Member 40207:
- DOB 1953-08-09 → age on 2026-12-31: 2026 - 1953 = 73 (birthday Aug 9 has passed by Dec 31). So 73 years old.
- Age criterion: 46 through 75 as of 2026-12-31 → 73 is within range. Eligible by age.
- Continuous enrolment: full measurement year, no gaps. Enrolled 2026-01-01 through 2026-12-31 continuous. Eligible.
Exclusions:
- E1: No colorectal cancer. Not met.
- E2: No colectomy. Not met.
- E3: No hospice. Not met.
- E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year. Member is 73 (≥66), frailty documented 2026-02-20 during measurement year. But no advanced illness diagnosis on record. E4 requires BOTH frailty AND advanced illness. Advanced illness alone does not exclude; frailty alone does not exclude. Since advanced illness is not documented, E4 is NOT met.
So not excluded. In the denominator.
Numerator: No screening of any modality on record in the last ten years. So none of N1-N5 met.
Therefore: non_compliant.
Reason: one sentence under 30 words naming specific criterion. Something like: "Age 73 with continuous 2026 enrolment; frailty without advanced illness does not meet exclusion E4, and no qualifying colorectal screening (N1–N5) is on record."
Count words: Age(1) 73(2) with(3) continuous(4) 2026(5) enrolment(6); frailty(7) without(8) advanced(9) illness(10) does(11) not(12) meet(13) exclusion(14) E4(15), and(16) no(17) qualifying(18) colorectal(19) screening(20) (N1–N5)(21) is(22) on(23) record(24). 24 words. Good.
This is not QM-FUM, so no extra keys. Output only status and reason.json{
"status": "non_compliant",
"reason": "Denominator-eligible (age 73, continuous 2026 enrolment); frailty without advanced illness fails exclusion E4, and no N1-N5 screening is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google16.7s · 1,264 out | 11.8s · 943 out | 10.4s · 925 out
Reasoning · 1,217 tokens
Alright, let's break down this QM-CRC quality measure evaluation for member 40207. My goal here is to determine if this member is compliant with the colorectal cancer screening measure for the 2026 measurement year and then represent that finding as a structured JSON output with a `status` and `reason`.
First, I need to fully understand the nuances of the QM-CRC measure itself. This involves meticulously dissecting its components:
* **The Measurement Year:** The period I'm concerned with is from January 1, 2026, through December 31, 2026.
* **The Denominator (Who's supposed to be screened):** This defines the eligible population. To be included, a member must:
* Be between the ages of 46 and 75, inclusive, as of the end of the measurement year (December 31, 2026).
* Have continuous enrollment throughout the entire measurement year. A single, brief gap in enrollment, not exceeding 45 days, is permissible.
* **The Numerator (Who *has* been screened):** This identifies members who have met the screening requirements. Compliance is achieved if *any* of the following screening types were performed within specific look-back periods, all relative to December 31, 2026:
* **N1 (FOBT/FIT):** A screening must have occurred anytime during the calendar year 2026.
* **N2 (Stool DNA):** A screening must have occurred in either 2024, 2025, or 2026.
* **N3 (Flexible Sigmoidoscopy):** A screening must have occurred between 2022 and 2026, inclusive.
* **N4 (CT Colonography):** Similar to Flexible Sigmoidoscopy, this needs to be within the 2022-2026 window.
* **N5 (Colonoscopy):** This has the longest look-back period, requiring a screening from 2017 through 2026.
* **The Exclusions (Who *shouldn't* be counted):** Certain conditions exempt a member from being considered in either the numerator or denominator, effectively taking them out of the measure's scope. These include:
* **E1:** A diagnosis of colorectal cancer (codes C18-C21) on or before December 31, 2026.
* **E2:** Having undergone a total colectomy (removal of the entire colon) on or before December 31, 2026.
* **E3:** Being in hospice care at any point during 2026.
* **E4:** This is a more complex exclusion requiring a combination of factors:
* The member must be age 66 or older as of December 31, 2026.
* AND there must be documentation of frailty specifically within 2026.
* AND there must be documentation of an advanced illness specifically within 2026.
Now, let's apply this framework to **Member 40207**:
First, I examine the **member's specific details**:
* Date of Birth: 1953-08-09.
* Enrollment: They were continuously enrolled from January 1, 2026, to December 31, 2026.
Next, I'll **evaluate their eligibility for the denominator**:
* **Age Check:** As of December 31, 2026, this member would be 73 years old (75 minus 2 years). This falls squarely within the 46-75 age range. **Eligible on age.**
* **Enrollment Check:** Their enrollment was continuous for the entire measurement year, with no gaps exceeding 45 days. **Eligible on enrollment.**
* **Conclusion for Denominator:** Since both age and enrollment criteria are met, Member 40207 *is* part of the eligible population for this measure. This means the `status` cannot be `not_eligible`.
Following that, I'll **assess any potential exclusion criteria**:
* **E1 (Colorectal Cancer Diagnosis):** The member's record explicitly states, "No colorectal cancer." **Not excluded by E1.**
* **E2 (Total Colectomy):** The record indicates, "no colectomy." **Not excluded by E2.**
* **E3 (Hospice):** The record states, "no hospice." **Not excluded by E3.**
* **E4 (Age/Frailty/Advanced Illness):** This requires a multi-part check:
* **Age >= 66?** Yes, the member is 73.
* **Frailty documented in 2026?** Yes, there's a record of frailty on February 20, 2026.
* **Advanced illness documented in 2026?** No, the record states, "No advanced illness diagnosis on record."
* Since *all three* conditions (Age >= 66, documented frailty, and documented advanced illness in 2026) must be met for E4, and the advanced illness condition is not met, this member is **not excluded by E4.**
* **Conclusion for Exclusions:** The member does not meet any of the exclusion criteria. Therefore, the `status` cannot be `excluded`.
Now, I move on to the crucial part: **checking for numerator compliance (i.e., has the member met the screening requirement?)**:
* The member's history clearly states: "No screening of any modality on record in the last ten years."
* Let's review the numerator requirements against this information:
* **N1 (FOBT/FIT):** No screening in 2026. **Not met.**
* **N2 (Stool DNA):** No screening in 2024-2026. **Not met.**
* **N3 (Flex Sig):** No screening in 2022-2026. **Not met.**
* **N4 (CT Colonography):** No screening in 2022-2026. **Not met.**
* **N5 (Colonoscopy):** No screening in 2017-2026. **Not met.**
* **Conclusion for Numerator:** Since none of the screening modalities were performed within their respective look-back periods, the member has not met the criteria for compliance.
Finally, I **synthesize the findings into a final determination**:
* The member *is* eligible for the denominator.
* The member *is not* subject to any exclusion criteria.
* The member *has not* met any of the numerator criteria for compliance.
* Therefore, the `status` must be `non_compliant`.
* The `reason` should clearly articulate why they are non-compliant. In this case, it's because they are within the eligible population but lack the required screening record. A concise reason would be: "The member is eligible but has not received a required screening within the look-back window."
This leads directly to the **formulated JSON output**:
```json
{
"status": "non_compliant",
"reason": "The member is eligible but has not received a required screening within the look-back window."
}
```
I'm confident in this output. The `status` of `non_compliant` accurately reflects that the member is in scope but hasn't met the performance goal. The `reason` is direct and informative, pinpointing the lack of a qualifying screening as the sole determinant of their non-compliance, given they are otherwise eligible and not excluded. Everything aligns with the measure's logic.json{
"status": "non_compliant",
"reason": "The member is eligible for the measure but has no record of a qualifying screening within the required look-back period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 894 tokens
Alright, let's break down this member's record against the QM-CRC quality measure for colorectal cancer screening. I need to go through this systematically, just as any expert would.
First, I've got to get a clear picture of the individual. The Member ID is 40207, and their date of birth is August 9th, 1953. This immediately tells me they'll be 73 years old by the end of the measurement year, December 31st, 2026. That age is significant for the QM-CRC, so I'll keep it front of mind.
Next, their enrollment. They were continuously enrolled from January 1st, 2026, through December 31st, 2026. Perfect, that covers the continuous enrollment requirement for the entire measurement year.
Now for the historical data. I see that frailty was documented on February 20th, 2026. That's a crucial piece of information, especially when considering potential exclusions. However, there's no mention of an advanced illness diagnosis. Critically, there's no record of any screening in the last ten years, and importantly, no history of colorectal cancer, no colectomy, and no hospice care. This gives me a baseline of what's *not* present.
Moving on to the QM-CRC specification itself, for the measurement year 2026.
For the **eligible population (denominator)**, the criteria are individuals aged 46-75 as of December 31st, 2026, with continuous enrollment. My member is 73, which falls squarely within the age range. And as noted, they have continuous enrollment for the whole year. So, yes, they are definitely in the denominator.
Now, the **exclusions**. This is where that frailty documentation might come into play, but I need to be precise.
* **E1 (Colorectal cancer):** Not met. No history.
* **E2 (Total colectomy):** Not met. No history.
* **E3 (Hospice):** Not met. No hospice during the measurement year.
* **E4 (Age 66+ AND Frailty AND Advanced Illness):** This is the one I need to scrutinize. The member *is* over 66 (they're 73), and frailty *was* documented during the measurement year (February 20th, 2026). However, the crucial part here is "AND Advanced Illness". They do *not* have an advanced illness diagnosis documented. Since the exclusion requires *both* frailty and advanced illness, this exclusion is *not* met.
Therefore, after checking all exclusion criteria, I can confidently say this member is *not* excluded.
Now, for the **numerator** – the positive indicator that the measure has been met. I'm looking for evidence of a screening in the specified timeframes.
* **N1 (FOBT/FIT in 2026):** No record.
* **N2 (Stool DNA in 2024-2026):** No record.
* **N3 (Flex sig in 2022-2026):** No record.
* **N4 (CT colonography in 2022-2026):** No record.
* **N5 (Colonoscopy in 2017-2026):** No record. The general statement about "no screening of any modality on record in the last ten years" confirms this.
So, the member has not met *any* of the numerator criteria for a completed screening.
Putting it all together:
* The member is in the eligible population (denominator).
* The member is not subject to any exclusions.
* The member has not met any of the numerator criteria.
This leads me to the **final determination**: the member is "non_compliant".
The **reason** for this is straightforward: they are eligible and not excluded, but they haven't had any of the required colorectal cancer screenings within the defined look-back periods. I need to make sure this is concise and to the point.
Finally, I'll construct the JSON output. Based on my analysis, the `status` will be `"non_compliant"`, and the `reason` will be `"The member is eligible but has not received a CRC screening within the required look-back period."`. This reason is under 30 words and directly reflects the findings. Since this isn't a QM-FUM measure, I won't need `met_7_day` or `met_30_day` keys. The JSON structure is as requested.json{
"status": "non_compliant",
"reason": "The member is eligible and not excluded, but has no record of a qualifying colorectal cancer screening in the look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 876 tokens
Alright, let's break down this member's situation against the QM-CRC quality measure.
First, I need to get a solid handle on the member's data. I see their Member ID is 40207, and they were born on August 9, 1953. This means as of the end of the measurement year, December 31, 2026, they'll be 73 years old. Crucially, their enrollment is continuous throughout the entire 2026 year, which is a key requirement for being considered in the measure.
Digging into their medical history, I note that frailty was documented on February 20, 2026. That's important. I also see no mention of advanced illness, no colorectal cancer (CRC) screening in the last decade, and no history of colorectal cancer itself. Likewise, there's no record of a total colectomy or any hospice care during 2026.
Now, I'm evaluating their eligibility for the denominator. The QM-CRC measure is for individuals aged 46 to 75. Our member is 73, so they fit perfectly within that age range. And as I confirmed, their continuous enrollment for the whole measurement year is also met. So, yes, this member belongs in the denominator.
Next up, I need to check for any exclusions.
* **E1 (Colorectal Cancer):** No history, so this exclusion doesn't apply.
* **E2 (Total Colectomy):** Again, no history, so this is out.
* **E3 (Hospice):** No hospice care in 2026, so no exclusion here either.
* **E4 (Age >= 66 + Frailty + Advanced Illness):** This is a nuanced one. The member is 73, which is >= 66. Frailty *was* documented in the measurement year. However, advanced illness was *not*. Since this exclusion requires *both* frailty *and* advanced illness, it doesn't apply to this member.
Therefore, the member is not excluded from the measure.
With eligibility confirmed and exclusions ruled out, I'm moving on to whether they meet the numerator – essentially, have they had a qualifying CRC screening? The record is clear: "No screening of any modality on record in the last ten years." This means no FOBT/FIT in 2026, no stool DNA in the last three years (2024-2026), no flexible sigmoidoscopy in the last five years, no CT colonography in the last five years, and crucially, no colonoscopy in the last ten years. They haven't met any of the numerator criteria.
So, the final determination is straightforward: The member is in the denominator, they are not excluded, but they do not meet the numerator. This means their status is "non_compliant."
For the reason, I need to articulate why they are non-compliant, keeping it concise. The core issue is that while eligible and not excluded, they simply haven't had any of the required CRC screenings within the specified look-back periods. I'll phrase it as: "The member is eligible but has not received any of the required colorectal cancer screenings within the specified look-back periods." This accurately captures the situation and fits within the typical constraints for reporting such reasons.
Finally, I'll assemble this into the required JSON output, which looks good and aligns with all the analysis.json{
"status": "non_compliant",
"reason": "The member is eligible for screening and not excluded, but has no record of a required screening within the look-back period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai3.0s · 393 out | 7.7s · 559 out | 5.1s · 523 out
Reasoning · 321 tokens
Let me analyze this member against the QM-CRC measure specification.
Age: 73 years old on 2026-12-31 (DOB 1953-08-09). This is within 46-75, so eligible for denominator.
Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. Meets requirement.
So the member is in the denominator.
Now check exclusions:
- E1: Colorectal cancer - no.
- E2: Total colectomy - no.
- E3: Hospice - no.
- E4: Age 66 or older AND both frailty AND advanced illness documented during the measurement year. The member is 73 (age 66+), has frailty documented, but does NOT have advanced illness documented. So E4 does not apply because it requires BOTH frailty AND advanced illness.
Now check numerator:
- N1: FOBT/FIT during 2026 - no.
- N2: Stool DNA test during 2026 or two years prior - no.
- N3: Flexible sigmoidoscopy during 2026 or four years prior - no.
- N4: CT colonography during 2026 or four years prior - no.
- N5: Colonoscopy during 2026 or nine years prior - no.
No screening of any modality on record in the last ten years. So the member does not meet the numerator.
Status: non_compliant.
Reason: In denominator (age 73, continuously enrolled), not excluded (frailty without advanced illness doesn't qualify for E4), no screening modality on record.json{
"status": "non_compliant",
"reason": "In the denominator (age 73, continuously enrolled); E4 fails because frailty without advanced illness does not exclude; no screening modality on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 508 tokens
Let me work through this step by step.
**Eligibility (denominator):**
- Age: DOB 1953-08-09, so on 2026-12-31 they are 73 years old. That's within 46-75. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous, no gaps. ✓
So the member is in the denominator.
**Exclusions (checked before numerator):**
- E1. Colorectal cancer (C18-C21): No. ✗
- E2. Total colectomy: No. ✗
- E3. Hospice during measurement year: No. ✗
- E4. Age 66 or older AND frailty AND advanced illness documented during measurement year.
- Age 66+? Yes, 73. ✓
- Frailty documented during MY? Yes, gait instability, two falls, walker dependence. ✓
- Advanced illness documented during MY? No. The record explicitly states "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure."
- Both frailty AND advanced illness required. Advanced illness is not documented. ✗
So E4 does not apply because advanced illness is not documented. The record even notes "Frailty alone does not exclude, and advanced illness alone does not exclude."
No exclusion applies.
**Numerator:**
- N1. FOBT/FIT during 2026: No record. ✗
- N2. Stool DNA test during 2026 or two years prior: No. ✗
- N3. Flexible sigmoidoscopy during 2026 or four years prior: No. ✗
- N4. CT colonography during 2026 or four years prior: No. ✗
- N5. Colonoscopy during 2026 or nine years prior: No. ✗
"No screening of any modality on record in the last ten years." So no numerator criterion is met.
**Status:** In the denominator, not excluded, does not meet the numerator → non_compliant.
**Reason:** The member is in the eligible age range, continuously enrolled, not excluded (frailty without advanced illness doesn't trigger E4), and has no qualifying screening.
This is QM-CRC, not QM-FUM, so the extra keys don't apply.json{
"status": "non_compliant",
"reason": "Age-eligible and continuously enrolled; no exclusion applies (frailty present but advanced illness absent), and no qualifying screening modality on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 465 tokens
Let me analyze this member record against the QM-CRC measure specification.
**Eligibility (Denominator):**
- Age: 73 years old on 2026-12-31 (DOB 1953-08-09). Age range is 46-75. ✓ 73 is within range.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓
So the member is in the denominator.
**Exclusions:**
- E1. Colorectal cancer (C18-C21): No. Not excluded.
- E2. Total colectomy: No. Not excluded.
- E3. Hospice during measurement year: No. Not excluded.
- E4. Age 66 or older AND both frailty AND advanced illness: Member is 73 (≥66). Frailty is documented (gait instability, falls, walker dependence). However, no advanced illness diagnosis on record. The spec says "Frailty alone does not exclude, and advanced illness alone does not exclude." Both are required. Member has frailty but not advanced illness. So E4 is not met. Not excluded.
**Numerator:**
- N1. FOBT/FIT during 2026: No.
- N2. Stool DNA test during 2026 or two years prior: No.
- N3. Flexible sigmoidoscopy during 2026 or four years prior: No.
- N4. CT colonography during 2026 or four years prior: No.
- N5. Colonoscopy during 2026 or nine years prior: No.
No screening of any modality on record in the last ten years. So the numerator is not met.
**Status:** non_compliant
The member is in the denominator, not excluded, and does not meet the numerator.
**Reason:** No colorectal screening of any modality in the look-back windows, and no qualifying exclusion applies.
Let me make sure about E4. The member is 73 (≥66), has frailty documented, but no advanced illness. The exclusion requires both frailty AND advanced illness. Since advanced illness is absent, E4 does not apply. Correct.
So the answer is non_compliant.json{
"status": "non_compliant",
"reason": "Member is in the denominator (age 73, continuously enrolled) with no screening modality in any look-back window and no qualifying exclusion; frailty alone does not exclude under E4."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic1.9s · 69 out | 1.7s · 66 out | 1.7s · 69 out
json{ "status": "non_compliant", "reason": "Age 73 and continuously enrolled with no qualifying screening; E4 not met because advanced illness is absent (frailty alone)." }
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status": "non_compliant", "reason": "Age 73 and continuously enrolled with no qualifying screening; frailty alone (no advanced illness) does not meet E4."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Age 73 and continuously enrolled but no screening of any modality on record and E4 requires both frailty and advanced illness, only frailty present."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic2.8s · 129 out | 2.8s · 128 out | 2.6s · 123 out
json{
"status": "non_compliant",
"reason": "Age 73 with frailty but no advanced illness documented fails E4; no screening of any modality found in look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Age 73 is in eligible range, frailty alone without advanced illness does not meet E4, and no screening of any modality is on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Age 73 with frailty but no advanced illness documented, so E4 exclusion not met; no qualifying screening found in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic2.5s · 70 out | 57.6s · 67 out | 3.3s · 61 out
json{
"status": "non_compliant",
"reason": "Member is 73, enrolled continuously, but has no qualifying colorectal cancer screening of any modality within any applicable look-back window; E4 exclusion not met because advanced illness is absent."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member is 73, enrolled continuously, but has no qualifying colorectal cancer screening in any required look-back window, and E4 exclusion fails because advanced illness is not documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "non_compliant",
"reason": "Member is 73, enrolled continuously, has no qualifying screening in any look-back window, and E4 exclusion fails because advanced illness is not documented."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.7 Max · Alibaba10.8s · 647 out | 7.4s · 476 out | 8.4s · 675 out
Reasoning · 591 tokens
Let me analyze this member against the QM-CRC measure specification.
**Member Details:**
- DOB: 1953-08-09
- Age on 2026-12-31: 73 years old
- Enrolment: 2026-01-01 through 2026-12-31, continuous (no gaps)
**Step 1: Eligible Population (Denominator)**
- Age: 46 through 75 as of 2026-12-31. Member is 73. ✓
- Continuous enrolment: Full measurement year, continuous. ✓
- Member is in the denominator.
**Step 2: Required Exclusions (evaluated before numerator)**
- E1: Colorectal cancer? No.
- E2: Total colectomy? No.
- E3: Hospice during measurement year? No.
- E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year.
- Age 73 ≥ 66: Yes
- Frailty documented: Yes (2026-02-20, gait instability, falls, walker dependence)
- Advanced illness documented: No (explicitly stated: "No advanced illness diagnosis on record")
- E4 requires BOTH frailty AND advanced illness. Frailty alone does not exclude, and advanced illness alone does not exclude.
- E4 does NOT apply.
Member is not excluded.
**Step 3: Numerator**
- N1: FOBT/FIT during 2026? No screening on record.
- N2: Stool DNA in 2024-2026? No.
- N3: Flexible sigmoidoscopy in 2022-2026? No.
- N4: CT colonography in 2022-2026? No.
- N5: Colonoscopy in 2017-2026? No.
"No screening of any modality on record in the last ten years."
Member does not meet any numerator criterion.
**Result:**
- Status: non_compliant
- Reason: Member is 73, continuously enrolled, not excluded, but has no colorectal cancer screening on record in the required look-back windows.
Let me craft a concise reason under 30 words:
"Age 73, continuously enrolled, no exclusion met; no colorectal cancer screening of any modality documented in the required look-back windows."
That's 20 words. Good.json{
"status": "non_compliant",
"reason": "Age 73, continuously enrolled, no exclusion met; no colorectal cancer screening of any modality documented in the required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 421 tokens
Let me evaluate this member against the QM-CRC measure specification.
**Step 1: Eligible Population (Denominator)**
- Age: DOB 1953-08-09, so on 2026-12-31 the member is 73 years old. The age range is 46-75, so 73 is within range. ✓
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓
The member enters the denominator.
**Step 2: Exclusions (evaluated before numerator)**
- E1: No colorectal cancer. ✗
- E2: No colectomy. ✗
- E3: No hospice. ✗
- E4: Age 66 or older as of 2026-12-31 (yes, 73). Frailty documented during measurement year (yes, 2026-02-20). Advanced illness documented during measurement year? No - "No advanced illness diagnosis on record."
E4 requires BOTH frailty AND advanced illness. Frailty alone does not exclude. So E4 is not met.
No exclusions apply. The member remains in the denominator.
**Step 3: Numerator**
- N1: No FOBT/FIT on record. ✗
- N2: No stool DNA test. ✗
- N3: No flexible sigmoidoscopy. ✗
- N4: No CT colonography. ✗
- N5: No colonoscopy. ✗
"No screening of any modality on record in the last ten years."
The member does not meet the numerator.
**Result:** non_compliant
**Reason:** The member is 73, continuously enrolled, has no exclusions, but has no colorectal cancer screening of any modality on record.json{
"status": "non_compliant",
"reason": "Member is 73, continuously enrolled, has no exclusions, but has no colorectal cancer screening of any modality on record."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 621 tokens
Let me evaluate this member against the QM-CRC measure specification.
**Member 40207:**
- DOB: 1953-08-09
- Age on 2026-12-31: 73 years old
**Step 1: Check eligible population (denominator)**
- Age: 46 through 75 as of 2026-12-31. Member is 73. ✓ Eligible by age.
- Continuous enrolment: 2026-01-01 through 2026-12-31, continuous. ✓ Eligible by enrolment.
So the member enters the denominator.
**Step 2: Check exclusions (before numerator)**
- E1: Colorectal cancer (C18-C21) any time on or before 2026-12-31. → No colorectal cancer. Not excluded.
- E2: Total colectomy any time on or before 2026-12-31. → No colectomy. Not excluded.
- E3: Hospice at any time during the measurement year. → No hospice. Not excluded.
- E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year.
- Age 73, so ≥66. ✓
- Frailty documented on 2026-02-20. ✓
- Advanced illness? "No advanced illness diagnosis on record." ✗
- Both frailty AND advanced illness required. Only frailty is present. Not excluded.
So the member is NOT excluded.
**Step 3: Check numerator**
- N1: FOBT/FIT during 2026. → No screening on record. ✗
- N2: Stool DNA during 2026 or two years prior. → No. ✗
- N3: Flexible sigmoidoscopy during 2026 or four years prior. → No. ✗
- N4: CT colonography during 2026 or four years prior. → No. ✗
- N5: Colonoscopy during 2026 or nine years prior. → No. ✗
"No screening of any modality on record in the last ten years."
Member does not meet the numerator.
**Result:**
- Status: non_compliant
- Reason: Member is in the denominator (age 73, continuous enrolment) but has no qualifying colorectal cancer screening on record.
Let me craft a concise reason under 30 words:
"Age 73 with continuous enrolment; no colorectal cancer screening of any modality on record within the required look-back windows."json{
"status": "non_compliant",
"reason": "Age 73 with continuous enrolment; no colorectal cancer screening of any modality on record within the required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai6.3s · 546 out | 2.5s · 463 out | 3.3s · 594 out
Reasoning · 425 tokens
Let me work through this.
Member 40207, DOB 1953-08-09, so age 73 as of 2026-12-31 (73 years old — born 1953, so 2026-12-31 minus 1953-08-09 = 73 years). Age 46-75 range: yes, 73 is within 46-75. Continuous enrolment full measurement year: yes, 2026-01-01 through 2026-12-31, continuous.
So member is in the denominator.
Numerator: no screening of any modality in the last ten years. So no numerator met.
Exclusions:
- E1: colorectal cancer — no.
- E2: total colectomy — no.
- E3: hospice — no.
- E4: age 66 or older (73, yes) AND both frailty AND advanced illness documented during measurement year. Frailty is documented (gait instability, two falls, walker dependence). Advanced illness: no — explicitly stated no advanced illness diagnosis. So E4 fails because advanced illness is not documented. Frailty alone does not exclude.
So: in denominator, not excluded, no numerator → non_compliant.
Reason: No colorectal screening of any modality within the look-back windows; frailty without advanced illness does not qualify for E4 exclusion.
This is not QM-FUM, so no met_7_day/met_30_day keys required.
Reason must be one sentence under 30 words, naming the specific criterion or date that decided it.
"No screening of any modality within the required look-back windows; frailty documented 2026-02-20 but no advanced illness, so E4 exclusion not met."
That's one sentence, under 30 words. Let me count: No(1) screening(2) of(3) any(4) modality(5) within(6) the(7) required(8) look-back(9) windows(10); frailty(11) documented(12) 2026-02-20(13) but(14) no(15) advanced(16) illness(17), so(18) E4(19) exclusion(20) not(21) met(22). 22 words. Good.json{
"status": "non_compliant",
"reason": "In denominator at age 73 with continuous 2026 enrolment; no screening modality within look-back windows, and frailty documented 2026-02-20 without advanced illness fails exclusion E4."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 377 tokens
Let me work through this carefully.
Member 40207:
- DOB 1953-08-09 → 73 years old on 2026-12-31. Age 46–75 as of 2026-12-31 → in denominator age-wise.
- Enrolment 2026-01-01 through 2026-12-31, continuous → meets continuous enrolment.
- No colorectal cancer, no colectomy, no hospice → E1, E2, E3 not met.
- E4: Age 66 or older (73 ≥ 66) AND both frailty AND advanced illness documented during measurement year. Frailty documented (gait instability, falls, walker dependence) but NO advanced illness documented. Frailty alone does not exclude. So E4 not met.
- Numerator: no screening of any modality in last ten years → no N1–N5 met.
Status: non_compliant. In denominator, not excluded, does not meet numerator.
The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, not QM-FUM, so no further keys. Required keys: "status" and "reason".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. Something like: "Age 73 with full-year enrolment places member in denominator; frailty documented 2026-02-20 but no advanced illness, so exclusion E4 not met, and no screening on record."
Let me count words: "Age 73 with full-year enrolment places member in denominator; frailty documented 2026-02-20 but no advanced illness, so exclusion E4 not met, and no screening on record." — that's about 27 words. Under 30. Good.
Status: "non_compliant".
Output exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "Age 73 and continuous 2026 enrolment place member in denominator; frailty documented 2026-02-20 without advanced illness fails E4, and no screening modality appears in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 477 tokens
Let me work through this member against QM-CRC.
Member 40207, DOB 1953-08-09. Age on 2026-12-31: 1953 to 2026 is 73 years (birthday 1953-08-09; on 2026-12-31 they've turned 73). So 73 years old — within 46–75, so eligible by age.
Enrolment: continuous full year 2026. Meets continuous enrolment.
Denominator: yes, member is in the denominator.
Exclusions:
- E1: colorectal cancer — no.
- E2: total colectomy — no.
- E3: hospice — no.
- E4: age 66 or older AND both frailty AND advanced illness documented during MY. Member is 73 (≥66), frailty documented (gait instability, falls, walker dependence), but NO advanced illness documented. Frailty alone does not exclude. So E4 not met.
Numerator: no screening of any modality in last ten years. So no numerator event.
Status: in denominator, not excluded, doesn't meet numerator → non_compliant.
Reason: one sentence under 30 words naming the specific criterion or date that decided it. Something like: "Aged 73 with continuous 2026 enrolment and no exclusion (frailty without advanced illness does not exclude), and no CRC screening of any modality on record."
Keep under 30 words. "In denominator (age 73, continuously enrolled); no exclusion since frailty without advanced illness does not satisfy E4; no screening modality in the ten-year look-back." That's about 26 words.
Let me count: In(1) denominator(2) age(3) 73(4) continuously(5) enrolled(6) no(7) exclusion(8) since(9) frailty(10) without(11) advanced(12) illness(13) does(14) not(15) satisfy(16) E4(17) no(18) screening(19) modality(20) in(21) the(22) ten-year(23) look-back(24). 24 words. Good.
This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys required. The task says "Items drawn from measure QM-FUM require two further keys" — this is QM-CRC, so only status and reason.
Output JSON with status "non_compliant" and reason.json{
"status": "non_compliant",
"reason": "In denominator at age 73 with continuous 2026 enrolment; frailty without advanced illness does not satisfy E4; no screening modality in the ten-year look-back."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba8.6s · 387 out | 9.9s · 502 out | 9.4s · 380 out
Reasoning · 331 tokens
We need answer user's task. Need produce JSON only. Need analyze measure QM-CRC. Member 40207 DOB 1953-08-09, age 73 on 2026-12-31. Enrolled continuous full year. Eligible denominator age 46-75 and continuous enrollment yes. Exclusions: E1 no CRC, E2 no colectomy, E3 no hospice. E4 age >=66 and both frailty and advanced illness during measurement year. Frailty documented 2026-02-20, but no advanced illness. Need both; so not excluded. Numerator: no screening any modality last ten years. So does not meet any numerator. Status non_compliant. Reason under 30 words naming criterion/date. Maybe "No qualifying colorectal cancer screening by 2026-12-31; frailty without advanced illness does not meet exclusion E4." Need one sentence under 30 words. Could say: "No qualifying screening by 2026-12-31, and frailty without advanced illness does not satisfy exclusion E4." Count? No(1) qualifying2 screening3 by4 2026-12-31,5 and6 frailty7 without8 advanced9 illness10 does11 not12 satisfy13 exclusion14 E4.15 Good. Only required keys status reason (not QM-FUM). Output JSON block only. Ensure no extra keys.
json{
"status": "non_compliant",
"reason": "No qualifying screening by 2026-12-31, and frailty without advanced illness does not satisfy exclusion E4."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 437 tokens
We need answer user with JSON only. Need analyze member against QM-CRC. Need produce final fenced JSON. Let's reason carefully.
Member DOB 1953-08-09, age on 2026-12-31: 73. Eligible age 46-75 yes. Enrolment continuous full measurement year yes. Denominator yes.
Exclusions: E1 CRC no. E2 colectomy no. E3 hospice no. E4 age 66+ and both frailty and advanced illness during measurement year. Frailty documented 2026-02-20, but no advanced illness. Need both. So not excluded.
Numerator: no screening any modality in last ten years. So none. Non_compliant.
Reason under 30 words naming criterion/date. e.g. "Age 73 and continuously enrolled, but no colorectal screening documented by 2026-12-31; frailty without advanced illness does not exclude." Count words? Age(1) 73(2) and3 continuously4 enrolled5 but6 no7 colorectal8 screening9 documented10 by11 2026-12-31;12 frailty13 without14 advanced15 illness16 does17 not18 exclude19. Good. Or shorter: "In denominator at age 73 with continuous enrolment, but no qualifying colorectal screening by 2026-12-31; frailty alone does not exclude." count: In1 denominator2 at3 age4 73 5 with6 continuous7 enrolment8 but9 no10 qualifying11 colorectal12 screening13 by14 2026-12-31;15 frailty16 alone17 does18 not19 exclude20. Good.
Need only required keys status reason. Since QM-CRC no extra keys. JSON. Ensure no extra commentary.json{
"status": "non_compliant",
"reason": "In denominator at age 73 with continuous enrolment, but no qualifying colorectal screening by 2026-12-31; frailty alone does not exclude."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 322 tokens
We need answer user with JSON only. Need analyze measure QM-CRC. Member 40207 DOB 1953-08-09, age on 2026-12-31 = 73. Eligible age 46-75 yes. Continuous enrollment full year yes. Exclusions: E1 CRC no. E2 colectomy no. E3 hospice no. E4 age >=66 and both frailty and advanced illness during measurement year. Frailty documented 2026-02-20, but no advanced illness. So not excluded. Numerator: no screening any modality in last ten years. So not compliant. Status non_compliant. Reason under 30 words naming criterion/date. Need one sentence. Could say "No qualifying colorectal screening is documented by 2026-12-31, and frailty without advanced illness does not trigger exclusion." under 30? Count: No1 qualifying2 colorectal3 screening4 is5 documented6 by7 2026-12-31,8 and9 frailty10 without11 advanced12 illness13 does14 not15 trigger16 exclusion17. Good. But perhaps reason should name specific criterion that decided it: numerator absence. Since exclusions before numerator; mention not excluded due no advanced illness. Need concise. Output JSON only. Since not QM-FUM no extra keys. Ensure status exact. final fenced JSON.
json{
"status": "non_compliant",
"reason": "No qualifying colorectal screening is documented by 2026-12-31, and frailty without advanced illness does not trigger exclusion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI1.3s · 46 out | 1.2s · 45 out | 1.2s · 37 out
json{"status":"non_compliant","reason":"Member meets age and continuous enrollment criteria, has no required exclusion, and has no qualifying colorectal screening through 2026-12-31."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Member is age-eligible and continuously enrolled, has no required exclusion, and has no qualifying colorectal cancer screening in the look-back period."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Age and continuous enrollment meet denominator criteria; no qualifying colorectal screening is documented and no exclusion applies."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai13.0s · 447 out | 13.5s · 522 out | 11.9s · 560 out
Reasoning · 389 tokens
Let me work through this member against QM-CRC.
Member: DOB 1953-08-09. Age on 2026-12-31: 73. Age 46–75 inclusive → in eligible age range.
Enrolment: continuous full year 2026 → meets continuous enrolment.
Exclusions:
- E1: no colorectal cancer → not excluded.
- E2: no colectomy → not excluded.
- E3: no hospice → not excluded.
- E4: Age 66+ (yes, 73) AND both frailty AND advanced illness documented during the measurement year. Frailty is documented (gait instability, falls, walker dependence). Advanced illness: explicitly none on record. E4 requires BOTH frailty and advanced illness. The spec explicitly says "Frailty alone does not exclude, and advanced illness alone does not exclude." So frailty alone → not excluded.
Numerator: no screening of any modality in last ten years → does not meet any numerator criterion.
So: in denominator, not excluded, does not meet numerator → non_compliant.
Reason: under 30 words, naming the specific criterion that decided it. The deciding factor: frailty documented but no advanced illness, so E4 not met; and no screening in look-back window. The most decisive criterion is the numerator absence — no screening in ten-year window. But also worth noting E4 not met. One sentence, under 30 words.
Something like: "Age 73 and continuously enrolled place member in denominator; frailty alone does not meet exclusion E4 without advanced illness; no screening modality in any look-back window."
Count words: roughly 27. Fine.
QM-CRC doesn't require met_7_day / met_30_day (those are QM-FUM only).
Output exactly one fenced JSON block with "status" and "reason".json{
"status": "non_compliant",
"reason": "In denominator (age 73, continuous enrolment); frailty alone does not satisfy exclusion E4 absent advanced illness; no screening of any modality within any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 468 tokens
Let me work through this member against QM-CRC.
Member 40207:
- DOB 1953-08-09, age 73 on 2026-12-31. Age range 46-75: yes, in denominator age-wise.
- Enrolment: continuous full year 2026-01-01 to 2026-12-31, no gap. Continuous enrolment satisfied.
- Numerator: No screening of any modality in last ten years. So does not meet numerator.
- Exclusions:
- E1: no colorectal cancer.
- E2: no colectomy.
- E3: no hospice.
- E4: Age 66+ (yes, 73) AND both frailty AND advanced illness documented during measurement year. Frailty is documented (2026-02-20: gait instability, falls, walker dependence). But no advanced illness on record. The spec explicitly says "Frailty alone does not exclude, and advanced illness alone does not exclude." Both required. So E4 not met.
Therefore: in denominator, not excluded, does not meet numerator → "non_compliant".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. The deciding criterion: frailty alone without advanced illness does not trigger E4, and no screening in the ten-year colonoscopy window. The most decisive fact: exclusion E4 requires both frailty and advanced illness; advanced illness absent. Plus no screening.
Something like: "Frailty documented but no advanced illness, so E4 does not exclude; no screening of any modality in the look-back windows, so numerator unmet."
Count words: "Frailty documented but no advanced illness, so E4 does not exclude; no screening of any modality in the look-back windows, so numerator unmet." — about 24 words. Good.
Keys required: "status", "reason". This is QM-CRC, not QM-FUM, so no met_7_day/met_30_day keys. The instructions say items from QM-FUM require those keys; this is QM-CRC, so don't add them.
Output: exactly one fenced JSON code block.json{
"status": "non_compliant",
"reason": "Age 73 with continuous enrolment enters denominator; frailty alone does not meet E4 (advanced illness absent), and no screening in any look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 500 tokens
Let me work through this member against QM-CRC.
Member 40207:
- DOB 1953-08-09, age 73 on 2026-12-31. Age 46-75 as of 2026-12-31 → 73 is within range. ✓
- Enrolment: continuous full year 2026-01-01 through 2026-12-31, no gaps. ✓ → in denominator.
- Exclusions:
- E1: No colorectal cancer. Not met.
- E2: No colectomy. Not met.
- E3: No hospice. Not met.
- E4: Age 66+ (73, yes) AND both frailty AND advanced illness during measurement year. Frailty documented 2026-02-20 (gait instability, falls, walker dependence) — frailty yes. But no advanced illness diagnosis on record. E4 requires both; frailty alone does not exclude. So E4 not met.
- Numerator: No screening of any modality in last ten years. So no N1-N5.
- Status: in denominator, not excluded, does not meet numerator → "non_compliant".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it. The deciding factor: no screening in the look-back window; frailty alone doesn't exclude (E4 requires both frailty and advanced illness).
Something like: "No screening of any modality within look-back windows; E4 exclusion not met because advanced illness is absent, so frailty alone does not remove the member from the denominator."
That's 30 words? Count: No(1) screening(2) of(3) any(4) modality(5) within(6) look-back(7) windows;(8) E4(9) exclusion(10) not(11) met(12) because(13) advanced(14) illness(15) is(16) absent,(17) so(18) frailty(19) alone(20) does(21) not(22) remove(23) the(24) member(25) from(26) the(27) denominator(28). 28 words. Good.
Not QM-FUM, so no met_7_day/met_30_day keys.
Output: exactly one fenced JSON block.json{
"status": "non_compliant",
"reason": "No screening of any modality within the look-back windows; E4 exclusion fails because advanced illness is absent, so frailty alone does not remove this 73-year-old from the denominator."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent40.7s · 2,415 out | 87.5s · 4,604 out | 86.4s · 4,842 out
Reasoning · 2,360 tokens
We need answer JSON with keys for QM-CRC: status, reason. Also if QM-FUM? No, measure is QM-CRC, so only status and reason required. Need determine eligibility and numerator/exclusions.
Let's parse member record.
Member 40207. DOB 1953-08-09. As of 2026-12-31, age = 2026 - 1953 = 73, birthday Aug 9 already passed in 2026, so 73. Meets age 46-75 inclusive: 73 yes.
Continuous enrolment: full measurement year 2026-01-01 through 2026-12-31 continuous. Meets denominator enrollment.
Eligible population: in denominator.
Required exclusions evaluated before numerator.
E1: colorectal cancer (C18-C21) any time on or before 2026-12-31. Record says no colorectal cancer. Not excluded.
E2: total colectomy any time on or before 2026-12-31. Record says no colectomy. Not excluded.
E3: hospice at any time during measurement year. No hospice. Not excluded.
E4: Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Frailty alone does not exclude; advanced illness alone does not exclude. Member is age 73, so >=66. Frailty documented during measurement year: 2026-02-20 office visit frailty documented: gait instability, two falls in six months, walker dependence. Advanced illness? "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." So advanced illness not documented. Both frailty and advanced illness required. Since no advanced illness, E4 not met. Not excluded.
Thus member in denominator, not excluded.
Now numerator: any one of N1-N5 by look-back windows measured back from 2026-12-31.
Record: "No screening of any modality on record in the last ten years." Need ensure colonoscopy window is during 2026 or nine years prior (ten-year window measured back from 2026-12-31). That covers 2017-01-01? Let's compute: ten-year window from 2026-12-31 back to 2016-12-31? Actually "during 2026 or the nine years prior (ten-year window)". Measurement year ends 2026-12-31. Nine years prior means years 2017-2025? Let's think: If during 2026 or nine years prior, that's 2026 + prior nine years = 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. That's ten years total (2026 plus nine prior calendar years? Or measured back from 2026-12-31, ten-year window includes dates from 2016-12-31? Wait measure spec says "by the look-back window measured back from 2026-12-31". For colonoscopy: "during 2026 or the nine years prior (ten-year window)." Usually HEDIS CRC: colonoscopy in the past 10 years (i.e., measurement year or 9 years prior). If measured back from Dec 31 2026, 10 years prior would be 2016? Actually 10 years before 2026-12-31 is 2016-12-31. But the phrasing "during 2026 or the nine years prior" means calendar years 2026 and the nine previous calendar years: 2017 through 2025? Wait nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. That's nine years prior (the years before 2026). Combined with 2026 = ten calendar years: 2017-2026. However, measured back from 2026-12-31, a 10-year window would be 2016-12-31 to 2026-12-31 inclusive, which includes part of 2016 (Dec 31) and all 2017-2026. But the specification clarifies "(ten-year window)" and "during 2026 or the nine years prior". That implies calendar year approach: 2026 + nine prior years = 2017-2026. If they say last ten years in record: "No screening of any modality on record in the last ten years." Since measurement year end 2026-12-31, last ten years could be 2017-2026 (calendar) or 2016-12-31 to 2026-12-31. In either case, if no screening in last ten years, then no colonoscopy in ten-year window. Also no FIT/FOBT in 2026, no stool DNA in 2024-2026 (three-year window: 2026 + two prior years 2024,2025? Actually "during 2026 or the two years prior (three-year window)" = 2024,2025,2026), no flexible sigmoidoscopy/CT colonography in five-year window (2026 + four prior years = 2022-2026). The record says no screening of any modality on record in last ten years. That covers all windows; no numerator met.
Therefore status? In denominator, not excluded, does not meet numerator = "non_compliant".
Need reason: one sentence, under 30 words, naming specific criterion or date that decided it. Should mention no screening within look-back windows, no exclusions met. Need maybe: "Eligible at age 73 with continuous 2026 enrollment; no colorectal screening in any look-back window (last ten years), so numerator not met." Count words: Eligible(1) at(2) age(3) 73(4) with(5) continuous(6) 2026(7) enrollment;(8) no(9) colorectal(10) screening(11) in(12) any(13) look-back(14) window(15) (last(16) ten(17) years),(18) so(19) numerator(20) not(21) met.(22) Under 30. Good.
But check instructions: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". Could be: "Member is 73 with continuous 2026 enrollment; no screening in ten-year colonoscopy window (last ten years), so numerator not met." That names criterion. Or "No colorectal cancer, colectomy, hospice, or advanced illness excludes; no screening in any look-back window leaves numerator unmet." Need decide.
We must output exactly one fenced JSON code block and nothing else. Keys required: "status", "reason". Since measure QM-CRC, not QM-FUM, no met_7_day/met_30_day. Must not add keys. Use JSON null? No null needed. Status string exactly one of compliant/non_compliant/excluded/not_eligible. Reason string. Ensure no extra text outside block.
Let's verify exclusion E4 nuance: Age 66+ as of 2026-12-31. Member 73. Frailty documented 2026-02-20. Advanced illness? none. Both required, so exclusion not met. Good.
Enrollment: continuous full year, no gap. Yes.
Age: 46-75 as of 2026-12-31. DOB 1953-08-09. On 2026-12-31, age is 73 (since 2026-1953=73, birthday passed). Within 46-75 inclusive. Yes.
Numerator: "No screening of any modality on record in the last ten years." Since colonoscopy window maybe includes 2017-2026, last ten calendar years includes 2017-2026. If colonoscopy in 2016 would be outside? But they say last ten years; if measurement at end of 2026, ten years back to 2016-12-31. But record says "No screening of any modality on record in the last ten years." That likely means none in 2017-2026; if any in 2016-12-31 to 2016-12-31? irrelevant. No screening. So numerator not met.
Thus non_compliant.
Now ensure JSON valid:
```json
{
"status": "non_compliant",
"reason": "Member is 73 with continuous 2026 enrollment; no screening in any look-back window (last ten years), so numerator not met."
}
```
Word count reason: Member(1) is(2) 73(3) with(4) continuous(5) 2026(6) enrollment;(7) no(8) screening(9) in(10) any(11) look-back(12) window(13) (last(14) ten(15) years),(16) so(17) numerator(18) not(19) met.(20) Good. Under 30. Names criterion: age/enrollment, no screening look-back. Could mention no exclusions. But decision is non_compliant because numerator not met. The criterion that decided it is no screening in look-back windows. We can phrase: "Eligible at age 73 with continuous 2026 enrollment; no colorectal screening in any look-back window (last ten years), so numerator not met." That's clear. Word count: Eligible(1) at(2) age(3) 73(4) with(5) continuous(6) 2026(7) enrollment;(8) no(9) colorectal(10) screening(11) in(12) any(13) look-back(14) window(15) (last(16) ten(17) years),(18) so(19) numerator(20) not(21) met.(22). Good.
Check if "look-back window" maybe plural? fine.
One nuance: The numerator includes "No screening of any modality on record in the last ten years." But for N2 stool DNA is three-year window, N3/N4 five-year, N1 one-year. "last ten years" covers all. Yes.
Now final answer exactly fenced JSON. Must not include anything else. Use ```json and ```.
Double-check required keys: only status, reason. For QM-CRC no met_7_day. Good.
Potential issue: Age 73 as of 2026-12-31; if born 1953-08-09, on 2026-12-31 exactly 73 years, 4 months, 22 days. Yes.
Now consider if "Frailty documented" could be considered advanced illness? No, advanced illness not documented. Exclusion requires both frailty and advanced illness. Only frailty, so no exclusion.
Now produce final.json{
"status": "non_compliant",
"reason": "Eligible at age 73 with continuous 2026 enrollment; no colorectal screening in any look-back window (last ten years), so numerator not met."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,545 tokens
We need answer task. Need parse measure QM-CRC. Member record. Required JSON keys: status, reason. Also for QM-CRC not QM-FUM, so no extra keys. Need output exactly one fenced JSON code block, nothing else.
Let's analyze.
Measure QM-CRC, measurement year 2026.
Eligible population:
- Age 46-75 as of 2026-12-31. DOB 1953-08-09 -> age on 2026-12-31? Born 1953-08-09. On 2026-08-09 turns 73 (2026-1953 = 73). As of 2026-12-31, age 73. Yes 46-75 inclusive? Age 73, eligible.
- Continuous enrolment full measurement year with no more than one gap up to 45 days. Enrolment 2026-01-01 through 2026-12-31 continuous. So in denominator.
Exclusions evaluated before numerator. Required exclusions:
E1 CRC cancer C18-C21 any time on or before 2026-12-31. Record says No colorectal cancer. Not excluded.
E2 Total colectomy any time on or before 2026-12-31. No colectomy. Not excluded.
E3 Hospice any time during measurement year. No hospice. Not excluded.
E4 Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Frailty alone does not exclude, advanced illness alone does not exclude.
Member age 73 >=66. Frailty documented on 2026-02-20: gait instability, two falls, walker dependence. Advanced illness? No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure. So does not have advanced illness. E4 requires both frailty AND advanced illness. Not met. So not excluded.
Thus denominator, not excluded. Evaluate numerator.
Numerator: any one of following by look-back window measured back from 2026-12-31:
N1 FOBT/FIT during 2026.
N2 Stool DNA during 2026 or two years prior (three-year window: 2024,2025,2026? Actually during 2026 or the two years prior -> 2024-01-01 through 2026-12-31? Wait measured back from 2026-12-31. Three-year window: 2024, 2025, 2026? If during 2026 or the two years prior (i.e., 2025 and 2024), window is 2024-01-01 through 2026-12-31? Usually look back from Dec 31 2026: three-year window includes 2024, 2025, 2026. Yes.
N3 Flexible sigmoidoscopy during 2026 or the four years prior (five-year window) -> 2022-2026? Actually 2022,2023,2024,2025,2026? Wait 2026 plus four prior (2025,2024,2023,2022) = 2022-01-01 through 2026-12-31? Actually if measured back from 2026-12-31, 5-year window might be 2022-01-01 through 2026-12-31? Need check: "during 2026 or the four years prior (five-year window)". The four years prior to 2026 are 2025,2024,2023,2022. So window includes Jan 1 2022? Typical HEDIS: "in the measurement year or the four years prior to the measurement year" means dates of service in measurement year or any of the 4 prior calendar years. For MY 2026, that's 2022, 2023, 2024, 2025, 2026. Starting 2022-01-01. Yes.
N4 CT colonography during 2026 or four years prior, same five-year window 2022-2026.
N5 Colonoscopy during 2026 or nine years prior (ten-year window) -> 2017-2026? Prior nine years: 2025 down to 2017 (2017,2018,...2025) plus 2026 => 10 calendar years: 2017 through 2026. So window 2017-01-01 through 2026-12-31.
Member record: "No screening of any modality on record in the last ten years." That means no colonoscopy within ten-year window (2017-2026), no sigmoidoscopy/CT within five-year window, no stool DNA within three-year, no FOBT/FIT during 2026. So numerator not met.
Thus status = non_compliant (in denominator, not excluded, does not meet numerator). Reason: one sentence, under 30 words, naming specific criterion or date that decided it.
Need produce reason. Naming criterion/date that decided it: The deciding factor is absence of any screening in look-back windows. Maybe "No colorectal cancer screening (FOBT/FIT in 2026, stool DNA 2024-2026, sigmoidoscopy/CT 2022-2026, or colonoscopy 2017-2026) is on record; member is age 73 and continuously enrolled." But need under 30 words, one sentence. Must name specific criterion or date that decided it. The criterion is numerator not met due to no screening in any look-back window. Also note not excluded because advanced illness absent despite frailty. But the status is non_compliant: numerator not met. The "specific criterion or date that decided it" - likely numerator N1-N5 not met because no screening within respective windows. We should mention the date? Maybe "No screening of any modality appears in the required look-back windows (through 2026-12-31); frailty without advanced illness does not exclude." Hmm reason must name specific criterion or date that decided it. For non_compliant, criterion is numerator: no qualifying screening in the look-back windows; not excluded because E4 requires both frailty and advanced illness, advanced illness absent. The deciding criterion is numerator not met. But the question: status non_compliant means in denominator, not excluded, does not meet numerator. The reason should explain why non_compliant: because no screening documented in any numerator window, and no exclusion applies (frailty alone insufficient). Maybe we need decide if reason needs mention not excluded? It says naming the specific criterion or date that decided it. The decision is non_compliant. Both denominator eligibility and no exclusions and numerator not met are involved. But the specific criterion that decided it (non_compliant vs excluded) is that advanced illness is not documented, so E4 exclusion not met; and numerator not met due to no screening. Need under 30 words. Let's craft concise.
Possible reason: "No CRC screening is documented in any numerator look-back window (through 2026-12-31); frailty without advanced illness does not meet exclusion E4." Count words: No(1) CRC(2) screening(3) is(4) documented(5) in(6) any(7) numerator(8) look-back(9) window(10) (through(11) 2026-12-31);(12) frailty(13) without(14) advanced(15) illness(16) does(17) not(18) meet(19) exclusion(20) E4.(21) That's 21 words, one sentence? There's a semicolon, still one sentence. Under 30. It names criterion: numerator look-back window, exclusion E4. "specific criterion or date that decided it" - the date 2026-12-31 is measurement year end / look-back measured back from. But numerator windows are defined by years, not just that date. We can say "No screening in the N1-N5 windows; advanced illness is absent, so E4 exclusion is not met." That's 17 words? Let's count: No1 screening2 in3 the4 N1-N5(?) maybe treat N1-N5 as one token? windows5; advanced6 illness7 is8 absent9, so10 E4(11) exclusion12 is13 not14 met15. Under 30.
But the instruction: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". For non_compliant, the criterion that decided it is the numerator (no screening in look-back windows). Should we mention that member is age 73 and enrolled? Not necessary? The "decided it" maybe the lack of screening. Since status non_compliant, the deciding factor is that no numerator event occurred. But to distinguish from excluded, must note no exclusion. However the reason should name the specific criterion OR date that decided it. It can name both numerator and exclusion? It says "naming the specific criterion or date that decided it" singular maybe but can name multiple? The example? Not given. It says "one sentence, under 30 words, naming the specific criterion or date that decided it". The decision of status depends on eligibility, exclusions, numerator. If we say "No screening in any numerator look-back window and no advanced illness for E4 exclusion; age 73 with continuous enrolment places member in denominator." That is maybe 25 words. But the specific criterion that decided non_compliant is failure to meet numerator; exclusion not met is why not excluded. The criterion that decided status is multiple: denominator met, exclusions not met, numerator not met. But if asked naming the specific criterion or date that decided it, perhaps for non_compliant we should name the numerator criterion (no screening) because exclusions evaluated before numerator and did not exclude. But if frailty alone doesn't exclude, advanced illness absent. That is criterion E4. However the primary deciding factor for non_compliant vs excluded is exclusion not met. Actually:
- Denominator: met (age 73, continuous enrolment). If not eligible, status not_eligible. Since eligible, move to exclusions.
- Exclusions: E4 almost but missing advanced illness, so not excluded. If excluded, status excluded. Since not excluded, move to numerator.
- Numerator: no screening, so non_compliant.
Thus the reason for non_compliant is that the member did not meet any numerator screening criterion, and no exclusion applied (frailty alone insufficient). The "specific criterion" that decided it could be "advanced illness is not documented, so E4 exclusion is not met; and no screening in N1-N5 windows." But to be safe, mention both: denominator eligibility (age 73, continuous enrollment) maybe not needed? Let's see similar tasks: reason should name specific criterion or date that decided it. For non_compliant, often reason: "No colonoscopy, FIT, or other screening in the look-back periods before 2026-12-31; frailty without advanced illness does not exclude." That names date 2026-12-31 (measurement year end) and criterion E4? Let's draft final reason under 30 words.
Let's ensure word count precisely. We'll write reason string. Need use JSON escaping? It's a sentence with semicolon. Example: "No screening in any numerator look-back window through 2026-12-31; advanced illness is absent, so exclusion E4 is not met." Count words:
No (1)
screening (2)
in (3)
any (4)
numerator (5)
look-back (6)
window (7)
through (8)
2026-12-31 (9? date counts as one word? Usually tokens separated by hyphens maybe one word) ;
advanced (10)
illness (11)
is (12)
absent (13)
so (14)
exclusion (15)
E4 (16)
is (17)
not (18)
met (19). That's 19 words. One sentence (semicolon joins independent clauses). Under 30. It names date 2026-12-31 (which is the measurement year end / look-back measured back from) and exclusion E4 criterion. It says no screening in any numerator look-back window. This decided non_compliant. It doesn't mention denominator eligibility, but the criteria for status non_compliant includes being in denominator, not excluded, numerator not met. The reason "No screening...; advanced illness absent, so E4 not met" explains not excluded and numerator not met, but does not explain denominator. However the member is obviously age 73 and enrolled; but the reason should name the specific criterion or date that decided it. The deciding criterion for non_compliant vs not_eligible is age/enrollment; but since the reason says none of that, is it okay? Let's read: "reason string — one sentence, under 30 words, naming the specific criterion or date that decided it". The "it" refers to the status decision. For status non_compliant, what decided it? The fact that the member is in denominator (age 73, continuous enrollment), not excluded (E4 not met due to no advanced illness), and did not meet numerator (no screening). If we omit denominator, maybe incomplete. But we have limited words; we can include "Age 73 with continuous enrolment meets denominator; no screening in N1-N5 windows and advanced illness absent, so E4 not met." Count: Age1 73? Actually "Age 73" two? Age1 73? Let's count tokens: Age (1) 73 (2) with (3) continuous (4) enrolment (5) meets (6) denominator (7); no (8) screening (9) in (10) N1-N5 (11) windows (12) and (13) advanced (14) illness (15) absent (16) so (17) E4 (18) not (19) met (20). 20 words. One sentence? It has a semicolon; okay. Wait there is a semicolon after denominator; then clause. It's one sentence. It names criterion: N1-N5 windows, E4. It doesn't name a date. But okay. It says meets denominator. The deciding date? Age as of 2026-12-31 is 73. Could say "Age 73 on 2026-12-31 and continuous enrolment meet denominator; no screening in N1-N5 windows; advanced illness absent so E4 not met." Count: Age1 73? Let's count words properly:
Age (1)
73 (2)
on (3)
2026-12-31 (4)
and (5)
continuous (6)
enrolment (7)
meet (8)
denominator (9);
no (10)
screening (11)
in (12)
N1-N5 (13)
windows (14);
advanced (15)
illness (16)
absent (17)
so (18)
E4 (19)
not (20)
met (21).
21 words. Good. It mentions date 2026-12-31 for age. Actually age as of 2026-12-31 is 73. Continuous enrolment 2026-01-01 through 2026-12-31. Good.
But is "N1-N5 windows" a criterion? The numerator options are N1 through N5. "No screening in N1-N5 windows" means no event meeting any numerator. It might be slightly jargony but acceptable.
Alternative: "Member is 73 on 2026-12-31 and continuously enrolled; no CRC screening in any look-back window; frailty without advanced illness does not exclude." Count:
Member1 is2 73? Actually "Member is 73" Member(1) is(2) 73(3) on(4) 2026-12-31(5) and(6) continuously(7) enrolled(8); no(9) CRC(10) screening(11) in(12) any(13) look-back(14) window(15); frailty(16) without(17) advanced(18) illness(19) does(20) not(21) exclude(22). 22 words. It doesn't name E4 but says frailty without advanced illness does not exclude (which is E4). It mentions denominator and numerator. That seems strong. It names date 2026-12-31. It says "any look-back window" but there are specific windows; okay.
Need ensure "reason" under 30 words. Yes.
But the task: "naming the specific criterion or date that decided it". If we say "no CRC screening in any look-back window" that's the numerator criterion. And "frailty without advanced illness does not exclude" references E4. I think final reason: "Member is 73 on 2026-12-31 and continuously enrolled; no CRC screening in any look-back window; frailty without advanced illness does not exclude." This is one sentence? It has two semicolons; still one sentence. Under 30 words. Good.
Wait, is "continuously enrolled" from 2026-01-01 through 2026-12-31. The record says Enrolment: 2026-01-01 through 2026-12-31, continuous. So yes.
Check exclusions: E4 age 66+ as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Frailty documented 2026-02-20. Advanced illness none. So not excluded. Our reason says frailty without advanced illness does not exclude. Good.
Check numerator: No screening of any modality on record in the last ten years. Last ten years from when? The record presumably as of measurement year? It says "No screening of any modality on record in the last ten years." That means from 2016/2017 onward? Actually last ten years before the record date maybe 2016 or 2017? But the colonoscopy window is ten-year window: 2017-2026. Sigmoidoscopy/CT five-year: 2022-2026. Stool DNA three-year: 2024-2026. FOBT/FIT during 2026. Since no screening in last ten years, certainly none in all these windows. So numerator not met.
Status: non_compliant.
Need produce JSON:
{
"status": "non_compliant",
"reason": "Member is 73 on 2026-12-31 and continuously enrolled; no CRC screening in any look-back window; frailty without advanced illness does not exclude."
}
Check word count of reason: Let's count with date as one word? Let's count tokens by spaces:
"Member is 73 on 2026-12-31 and continuously enrolled; no CRC screening in any look-back window; frailty without advanced illness does not exclude."
Split by spaces:
1 Member
2 is
3 73
4 on
5 2026-12-31
6 and
7 continuously
8 enrolled;
9 no
10 CRC
11 screening
12 in
13 any
14 look-back
15 window;
16 frailty
17 without
18 advanced
19 illness
20 does
21 not
22 exclude.
22 words (excluding punctuation). Under 30. Good.
Need ensure no extra keys. Only status and reason. For QM-CRC, no met_7_day etc. Good.
Now final answer: exactly one fenced JSON code block, nothing else. Use ```json ... ```. Need no preamble. Ensure JSON valid. Reason string contains semicolons and hyphens, fine. Use double quotes. No trailing comma.
Let's prepare final.
Wait, check if "look-back window" singular vs plural? "window" after any: "any look-back window" is okay. Actually numerator has multiple windows, but saying any look-back window means each numerator's window. Fine.
Could the status be "non_compliant" or maybe "not_eligible" due to age? Age 73 is within 46-75. Yes. Continuous enrolment full year with no gap. Yes.
One nuance: Age 46 through 75 years as of 2026-12-31. DOB 1953-08-09. On 2026-12-31, age = 73 (if birthday already passed on Aug 9). Yes 2026-1953 = 73. Wait 2026 minus 1953 = 73. Because birthday is Aug 9, by Dec 31 has turned 73. Exactly. So eligible.
Another nuance: E4 says "Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year." Advanced illness examples? The record says "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." It doesn't list all advanced illness definitions, but instruction says no advanced illness. So not excluded.
Also "Frailty alone does not exclude, and advanced illness alone does not exclude." We have frailty alone (no advanced illness), so not excluded.
Thus final.
Let's output.json{
"status": "non_compliant",
"reason": "Member is 73 on 2026-12-31 and continuously enrolled; no CRC screening in any look-back window; frailty without advanced illness does not exclude."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 4,774 tokens
We need answer as JSON with status, reason. Also for QM-FUM additional keys? Wait task says "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day. For a member who is excluded or not_eligible under QM-FUM, report both as false." But the member record is for QM-CRC, not QM-FUM? Wait task family QUALITY MEASURE LOGIC, given one measure specification and one member's record. Required JSON keys: status, reason. Items drawn from measure QM-FUM require two further keys... But this prompt measure is QM-CRC. The instruction says "Items drawn from measure QM-FUM require two further keys...". The current measure is QM-CRC, not QM-FUM. Does the output contract require those keys only for QM-FUM? It says "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." Since this is QM-CRC, we do not include those keys? Wait careful: The initial instructions under TASK FAMILY say Required JSON keys: "status" and "reason". Then "Items drawn from measure QM-FUM require two further keys: ...". Since the measure is QM-CRC, not QM-FUM, we only output status and reason. But wait, the prompt after the measure says "MEASURE QM-CRC — COLORECTAL CANCER SCREENING". It doesn't mention QM-FUM. So keys required: status, reason only. Do not add keys not asked for. So no met_7_day, met_30_day. Unless the harness expects them because "Items drawn from measure QM-FUM" is part of the general template but this task is QM-CRC, so we omit. The instruction: "The keys required in that object are given by the task. Include every required key. Do not add keys that were not asked for." So for QM-CRC, only status and reason.
Let's evaluate member against QM-CRC.
Measurement year 2026-01-01 through 2026-12-31.
Denominator:
Age 46 through 75 years as of 2026-12-31. DOB 1953-08-09. As of 2026-12-31, age = 2026 - 1953 = 73 (since birthday Aug 09 already passed by Dec 31, 73). Let's compute: 1953-08-09 to 2026-08-09 is 73. To 2026-12-31 still 73 (turns 74 on 2027-08-09). So age 73, within 46-75. Yes denominator age met.
Continuous enrolment: full measurement year with no more than one gap of up to 45 days. Enrolment: 2026-01-01 through 2026-12-31, continuous. So continuous full year, no gap. Meets continuous enrolment.
So member is in denominator (eligible population). Now exclusions evaluated before numerator.
Exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Record: No colorectal cancer. So no.
E2. Total colectomy any time on or before 2026-12-31. No colectomy. So no.
E3. Hospice at any time during measurement year. No hospice. So no.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Frailty alone does not exclude, advanced illness alone does not exclude.
Member age 73 (66 or older yes). Frailty documented: 2026-02-20 Office visit. Frailty documented: gait instability, two falls in six months, walker dependence. That's frailty during measurement year (2026). Advanced illness? Record says "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." So advanced illness not documented. Exclusion E4 requires BOTH frailty AND advanced illness. Since advanced illness absent, E4 not met. Thus no exclusion.
Therefore member is in denominator, not excluded. Need evaluate numerator: any one of N1-N5.
Numerator look-back windows measured back from 2026-12-31.
History: "No screening of any modality on record in the last ten years." Let's parse: No screening of any modality on record in last ten years. Does that mean no FOBT/FIT during 2026? No. N1: Faecal occult blood test or FIT during 2026. There is none. N2: Stool DNA test during 2026 or two years prior (three-year window: 2024, 2025, 2026). No screening of any modality on record in last ten years means no stool DNA in 2024-2026. N3: Flexible sigmoidoscopy during 2026 or four years prior (five-year window: 2022-2026). None. N4: CT colonography during 2026 or four years prior (2022-2026). None. N5: Colonoscopy during 2026 or nine years prior (ten-year window: 2017-2026). The history says no screening of any modality on record in the last ten years. As of 2026-12-31, last ten years would be roughly 2016-12-31 to 2026-12-31? Actually "in the last ten years" from when? The record is presumably as of measurement year end or current? It says "No screening of any modality on record in the last ten years." Since the ten-year window for colonoscopy is 2017 through 2026 (the nine years prior plus 2026). Wait measurement year is 2026. Colonoscopy during 2026 or the nine years prior (ten-year window). The nine years prior to 2026 are 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025. Plus 2026 = ten-year window (2017-2026). If no screening in the last ten years, does that include 2017? Let's check: From 2026, the last ten years typically means 2016-2026 or 2017-2026? If today is in 2026, the past ten years means since 2016. The colonoscopy window starting 2017 is within the last ten years (2017 is 9 years prior, inside ten-year lookback). The statement "No screening of any modality on record in the last ten years" means there was no colonoscopy, no other screening, at any time in that ten-year period. Therefore no colonoscopy in 2017-2026, so N5 not met. Also flexible sigmoidoscopy/CT colonography five-year window (2022-2026) inside last ten years, none. Stool DNA three-year (2024-2026), none. FIT/FOBT during 2026, none.
But wait: the office visit in 2026-02-20 is an office visit, not a screening. The frailty documentation. No screening. So numerator not met.
Therefore status = "non_compliant": in denominator, not excluded, does not meet numerator.
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
Need craft reason: "In denominator (age 73, continuous enrolment in 2026) and no exclusions met, but no colorectal screening in any modality within the applicable look-back windows (none in last ten years)." Count words: Let's draft.
Possible reason: "Eligible at age 73 with continuous 2026 enrolment; no exclusions apply, but no screening (e.g., colonoscopy 2017-2026 or FIT in 2026) is on record." Count words: Eligible(1) at(2) age(3) 73(4) with(5) continuous(6) 2026(7) enrolment;(8) no(9) exclusions(10) apply,(11) but(12) no(13) screening(14) (e.g.,(15) colonoscopy(16) 2017-2026(17) or(18) FIT(19) in(20) 2026)(21) is(22) on(23) record.(24) That's 24 words. Under 30. It names criterion: eligible age/continuous enrolment, no exclusions, no screening in look-back. But reason should name specific criterion or date that decided it. The decision is non_compliant because numerator not met. The specific criterion: no screening of any modality in the last ten years means none of N1-N5 met. Maybe: "Denominator met (age 73, continuous 2026 enrolment) and no exclusion, but numerator unmet: no colorectal screening of any modality in the last ten years." Word count: Denominator(1) met(2) (age(3) 73,(4) continuous(5) 2026(6) enrolment)(7) and(8) no(9) exclusion,(10) but(11) numerator(12) unmet:(13) no(14) colorectal(15) screening(16) of(17) any(18) modality(19) in(20) the(21) last(22) ten(23) years.(24) Under 30. It names the criterion (numerator unmet due to no screening). Maybe mention the deciding date? "as of 2026-12-31" maybe. "No screening in the last ten years (through 2026-12-31) leaves all five numerator options unmet." Let's incorporate: "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years before 2026-12-31." Count: Eligible(1) (age(2) 73,(3) continuous(4) 2026(5) enrolment),(6) no(7) exclusions,(8) but(9) numerator(10) unmet:(11) no(12) colorectal(13) screening(14) of(15) any(16) modality(17) on(18) record(19) in(20) the(21) ten(22) years(23) before(24) 2026-12-31.(25) Good.
But wait: The look-back for colonoscopy is ten-year window: during 2026 or the nine years prior. The phrase "ten years before 2026-12-31" means back to 2016-12-31. The window starts 2017-01-01? Actually "during 2026 or the nine years prior" means years 2017 through 2026 inclusive (10 years). If we say "in the ten years before 2026-12-31", that includes 2016-12-31 to 2026-12-31, which is slightly larger, but the record says none in last ten years, which covers. The numerator not met either way. The specific criterion that decided non_compliance is the absence of any screening in the look-back windows. Let's mention one example? The instruction says "naming the specific criterion or date that decided it". For numerator, the criterion is N1-N5; since none, the deciding fact is no screening record. Could say "N5 colonoscopy 2017-2026 absent and no other modality; numerator not met." But need keep under 30 words.
Let's ensure no missing keys: status "non_compliant". reason string. Should we double check age: DOB 1953-08-09. As of 2026-12-31: 2026-1953=73. Yes.
Check continuous enrolment: "2026-01-01 through 2026-12-31, continuous." That's full measurement year, no gap. Good.
Check exclusion E4: Age 66+ yes, frailty documented 2026-02-20. Advanced illness? No. So E4 not met. Good.
Thus status non_compliant.
Now, one nuance: The task description says: "Items drawn from measure QM-FUM require two further keys: met_7_day, met_30_day. For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." This measure is QM-CRC, not QM-FUM. The required JSON keys are given by the task. The task didn't ask for met_7_day etc. So we must NOT include them. If we did include them, that would be adding keys not asked for, penalized. So output exactly:
{
"status": "non_compliant",
"reason": "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years before 2026-12-31."
}
Wait, reason must be one sentence, under 30 words. Let's count again precisely for the reason string: "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years before 2026-12-31."
Words:
1 Eligible
2 (age (parenthesis? Usually "age" is word, 73 is word? Let's count alphanumeric tokens: "Eligible" =1, "age"=2, "73"=3, "continuous"=4, "2026"=5, "enrolment)"=6? Actually "enrolment)," the word is enrolment. So:
Eligible (1)
age (2)
73, (3)
continuous (4)
2026 (5)
enrolment), (6)
no (7)
exclusions, (8)
but (9)
numerator (10)
unmet: (11)
no (12)
colorectal (13)
screening (14)
of (15)
any (16)
modality (17)
on (18)
record (19)
in (20)
the (21)
ten (22)
years (23)
before (24)
2026-12-31. (25)
That's 25 words. Under 30. Good.
But wait, is "age 73" correct? At 2026-12-31, age is 73. Yes.
Alternative: Could the member be "excluded" under E4 if advanced illness is not documented but maybe frailty alone? The specification explicitly says "Frailty alone does not exclude, and advanced illness alone does not exclude." So E4 requires both. The member has frailty, no advanced illness. So no exclusion. Good.
Could there be an exclusion for hospice? No.
Could the denominator age upper bound be 75; age 73 is within 46-75. Yes.
Numerator: no screening. The record says "No screening of any modality on record in the last ten years." This means no FOBT/FIT during 2026, no stool DNA within 3 years, no flex sig/CT within 5 years, no colonoscopy within 10 years. So none of N1-N5 met. Thus non_compliant.
One more nuance: The measurement year is 2026. The denominator requires continuous enrolment with no more than one gap of up to 45 days. The member has continuous. Good.
Now, ensure JSON code block exactly one fenced JSON code block and nothing else. Output:
```json
{
"status": "non_compliant",
"reason": "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years before 2026-12-31."
}
```
Wait, the reason says "before 2026-12-31". The look-back windows are "measured back from 2026-12-31". So "before 2026-12-31" is okay. But maybe use "through 2026-12-31" or "as of 2026-12-31". The phrase "in the ten years before 2026-12-31" might technically exclude 2026-12-31, but look-back includes 2026. Since no screening at all, it's fine. The record says no screening in last ten years, so none in 2026 either. It's fine.
Could the status be "non_compliant"? Yes: in denominator, not excluded, does not meet numerator.
Let's double-check if any required key for QM-CRC from the prompt? The prompt says: "Required JSON keys: 'status' string — exactly one of: ... 'reason' string — one sentence, under 30 words, naming the specific criterion or date that decided it". And then later: "Items drawn from measure QM-FUM require two further keys: ...". Since QM-CRC is the measure here, only status and reason. Good.
One more check: The member is 73 years old, age 66 or older, frailty documented. But advanced illness absent. The E4 criterion: "Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year." So no exclusion. Good.
Now, is there any chance the member is "not_eligible" because of age? No, 73 is between 46 and 75 inclusive. Yes.
Is there any chance the member is excluded because of something else? No.
Therefore final answer.
Wait: The prompt says "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block." So I must output only the fenced block. Must be valid JSON. Use null? Not needed.
Let's ensure the JSON uses double quotes. Yes.
One more thought: The reason sentence must be under 30 words. Let's maybe simplify to ensure no miscount: "In denominator (age 73, continuous 2026 enrolment) with no exclusions, but no colorectal screening of any modality in the look-back windows through 2026-12-31." Count: In(1) denominator(2) (age(3) 73,(4) continuous(5) 2026(6) enrolment)(7) with(8) no(9) exclusions,(10) but(11) no(12) colorectal(13) screening(14) of(15) any(16) modality(17) in(18) the(19) look-back(20) windows(21) through(22) 2026-12-31.(23) Actually that's 23 words. But "look-back windows" maybe not a date/criterion? It names numerator. Let's use previous reason: it says "ten years before 2026-12-31". That is specific. Let's keep it but maybe adjust to "through" instead of "before": "no colorectal screening of any modality on record in the ten years through 2026-12-31." Count: no(12) colorectal(13) screening(14) of(15) any(16) modality(17) on(18) record(19) in(20) the(21) ten(22) years(23) through(24) 2026-12-31.(25). Same count. "through 2026-12-31" includes the measurement year. Good.
Actually the look-back for colonoscopy is 2026 or nine years prior, which is a ten-year window ending 2026-12-31. Saying "ten years through 2026-12-31" includes 2017 through 2026 (and also 2016 if measuring full ten years back). Since there is none in the last ten years at all, it's fine.
Let's finalize with:
```json
{
"status": "non_compliant",
"reason": "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years through 2026-12-31."
}
```
Check word count of this exact string:
Eligible (1)
(age (2? let's do tokens)
Actually:
"Eligible" 1
"age" 2
"73," 3
"continuous" 4
"2026" 5
"enrolment)," 6
"no" 7
"exclusions," 8
"but" 9
"numerator" 10
"unmet:" 11
"no" 12
"colorectal" 13
"screening" 14
"of" 15
"any" 16
"modality" 17
"on" 18
"record" 19
"in" 20
"the" 21
"ten" 22
"years" 23
"through" 24
"2026-12-31." 25
25 words. Under 30. Good.
One more nuance: The numerator N5 colonoscopy during 2026 or the nine years prior (ten-year window). If the record says "No screening of any modality on record in the last ten years." Does that guarantee no colonoscopy in 2017? Last ten years from date of record (presumably 2026) covers 2016-2026, yes includes 2017. So N5 not met.
Everything consistent.
Wait, "continuous enrolment: the full measurement year with no more than one gap of up to 45 days." The enrolment is from 2026-01-01 through 2026-12-31, continuous. Yes.
Now produce final.json{
"status": "non_compliant",
"reason": "Eligible (age 73, continuous 2026 enrolment), no exclusions, but numerator unmet: no colorectal screening of any modality on record in the ten years through 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba6.1s · 411 out | 7.2s · 320 out | 17.7s · 778 out
Reasoning · 354 tokens
We need answer user's prompt likely produce JSON. Need analyze measure QM-CRC. Member DOB 1953-08-09 age 73 on 2026-12-31, within 46-75. Continuous enrolment full year. Exclusions: no CRC, colectomy, hospice. E4 requires age 66 or older AND both frailty and advanced illness during measurement year. Frailty documented, no advanced illness, so not excluded. Numerator: no screening of any modality on record in last ten years. Measurement year 2026. For colonoscopy ten-year window through 2026. No screening. Therefore non_compliant. Need reason one sentence under 30 words naming criterion/date. Output exactly JSON code block only? User likely expects answer in JSON. Need maybe include only JSON fenced code block. Reason: "Age 73 continuous enrolled; no qualifying colorectal screening in applicable look-back windows and E4 exclusion not met." Count words: Age1 2? Let's craft under 30: "Enrolment eligible at age 73, but no colorectal screening in the look-back windows; frailty without advanced illness did not exclude." Count: Enrolment1 eligible2 at3 age4 73,5 but6 no7 colorectal8 screening9 in10 the11 look-back12 windows;13 frailty14 without15 advanced16 illness17 did18 not19 exclude20. Good. Maybe status non_compliant. Need JSON? likely {"status":"non_compliant","reason":"..."}. Ensure only output.json{
"status": "non_compliant",
"reason": "Enrolment eligible at age 73, but no colorectal screening in the look-back windows; frailty without advanced illness did not exclude."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 268 tokens
We need answer JSON only. Analyze measure QM-CRC. Member 40207 DOB 1953-08-09 age as of 2026-12-31 = 73 (from 2026-12-31 minus 1953-08-09: 73 years 4 months 22 days). Denominator age 46-75 yes. Continuous enrolment full measurement year yes. Numerator no screening any modality last ten years, so no N1-N5. Exclusions: no CRC/colectomy/hospice. Frailty documented during measurement year, no advanced illness. E4 requires age 66+ and both frailty and advanced illness during measurement year; frailty alone does not exclude. So member in denominator not excluded does not meet numerator -> non_compliant. Reason under 30 words: "Age 73 with continuous enrollment and no colorectal cancer screening in required look-back windows; frailty alone is not an exclusion." Count words? Age(1) 2? Let's craft concise. Need keys: status, reason. QM-FUM not relevant so no met_7_day etc. Ensure JSON fenced only.
json{
"status": "non_compliant",
"reason": "Age 73 with continuous enrollment and no colorectal cancer screening in required windows; frailty alone is not an exclusion."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 714 tokens
We need answer in JSON only. Need classify member. Need analyze carefully.
Measure QM-CRC measurement year 2026-01-01 to 2026-12-31. Eligible age 46-75 as of 2026-12-31. DOB 1953-08-09. Age on 2026-12-31: 73. Yes. Continuous enrollment full year. Denominator yes.
Exclusions evaluated before numerator: E1 no CRC, E2 no colectomy, E3 no hospice. E4 age 66+ AND both frailty and advanced illness documented during measurement year. Age 73, frailty documented 2026-02-20. No advanced illness diagnosis on record. Therefore E4 not met. So not excluded.
Numerator: no screening of any modality on record in last ten years. Need windows back from 2026-12-31: N1 2026 none; N2 stool DNA 2024-2026 none; N3 sig 2022-2026 none; N4 CT 2022-2026 none; N5 colonoscopy 2017-2026 none. Thus non_compliant. Reason under 30 words: Need one sentence naming criterion/date. e.g. "Enrollee is 73 in the denominator, lacks both frailty and advanced illness for E4, and has no colorectal screening within numerator look-back windows." Word count: Enrollee(1) is2 73? maybe age 73? Let's count: "Age 73 and continuous enrolment met, but frailty alone is not exclusion and no screening within look-back windows makes numerator unmet." Count maybe 22. Need specific criterion or date. Could cite E4 not met due no advanced illness and no numerator events. Under 30. Ensure exactly status and reason only? Required JSON keys status, reason. For non-QM-FUM no met keys. Output fenced json only.
Need maybe age as of 2026-12-31: 73? Wait DOB 1953-08-09 to 2026-12-31. 2026-1953=73, birthday Aug 9 before Dec 31 yes.
Could reason: "Age 73 on 2026-12-31 and continuous enrolment place denominator; E4 requires advanced illness, absent; no screening in numerator windows." Word count: Age1 73 2? Let's count: Age(1) 73(2) on(3) 2026-12-31(4) and(5) continuous(6) enrolment(7) place(8) denominator;(9) E4(10) requires(11) advanced(12) illness,(13) absent;(14) no(15) screening(16) in(17) numerator(18) windows(19). Under 30.
Need final JSON block only.
json{
"status": "non_compliant",
"reason": "Age 73 on 2026-12-31 and continuous enrolment place denominator; E4 requires advanced illness, absent; no screening in numerator windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot48.6s · 1,547 out | 3.5s · 1,049 out | 14.1s · 1,101 out
Reasoning · 1,510 tokens
The user wants me to evaluate a member against the QM-CRC (Colorectal Cancer Screening) measure specification.
Let me break down the member record and apply the measure rules.
**Member Details:**
- Member ID: 40207
- DOB: 1953-08-09
- Age on 2026-12-31: 73 years old (within 46-75 range, so eligible by age)
- Enrollment: 2026-01-01 through 2026-12-31, continuous (meets continuous enrollment requirement)
**History:**
- 2026-02-20: Office visit. Frailty documented: gait instability, two falls in six months, walker dependence.
- No advanced illness diagnosis on record.
- No screening of any modality in last 10 years.
- No colorectal cancer (E1 not met)
- No colectomy (E2 not met)
- No hospice (E3 not met)
- E4: Age 66 or older (73 >= 66) AND both frailty AND advanced illness documented during measurement year. Frailty is documented, but advanced illness is NOT documented. So E4 is NOT met because both conditions are required. Frailty alone does not exclude.
**Denominator check:**
- Age 46-75 as of 2026-12-31: 73 years old. Check: Yes.
- Continuous enrollment full measurement year with no more than one gap of up to 45 days: Enrolled 2026-01-01 through 2026-12-31 continuous. Check: Yes.
- Member is in denominator.
**Exclusions check:**
- E1: No CRC. Not excluded.
- E2: No total colectomy. Not excluded.
- E3: No hospice. Not excluded.
- E4: Age 66+ (yes, 73) AND both frailty and advanced illness documented during measurement year. Frailty yes, advanced illness no. Since both are required and advanced illness is absent, E4 is NOT met. Not excluded.
**Numerator check:**
- N1: No FOBT/FIT during 2026.
- N2: No stool DNA test during 2026 or prior two years.
- N3: No flexible sigmoidoscopy during 2026 or prior four years.
- N4: No CT colonography during 2026 or prior four years.
- N5: No colonoscopy during 2026 or prior nine years.
- Explicitly stated: "No screening of any modality on record in the last ten years."
- Therefore, numerator is NOT met.
**Result:**
- Status: non_compliant (in denominator, not excluded, does not meet numerator)
- Reason: One sentence under 30 words naming the specific criterion or date that decided it.
- The deciding factor is lack of screening event in the look-back windows. Need to be specific.
- "No colorectal cancer screening event in the look-back windows ending 2026-12-31." (11 words) - good.
- Or: "No screening of any modality on record by 2026-12-31." (9 words) - good.
- Or: "No numerator event in any relevant look-back window." (8 words) - good.
Wait, let me double-check E4.
"E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year. Frailty alone does not exclude, and advanced illness alone does not exclude."
Member has frailty documented 2026-02-20.
Member has NO advanced illness documented.
Therefore E4 is not satisfied. Correct.
So the member is non_compliant.
Reason: "No colorectal cancer screening documented in any applicable look-back period."
Word count: 9 words. Under 30. Specific criterion: lack of numerator event.
Wait, the task says "naming the specific criterion or date that decided it".
The specific criterion is the numerator requirement not met. Or I could say "No FOBT, FIT, stool DNA, sigmoidoscopy, CT colonography, or colonoscopy in look-back windows."
Let me keep it concise: "No screening event documented in any applicable look-back window." (9 words)
Actually, looking at the examples in similar problems, usually it's something like "No numerator event found." or "No CRC screening in measurement or look-back years." But "naming the specific criterion" suggests referring to the numerator criteria.
Let's go with: "No colorectal cancer screening event in any look-back window." (9 words)
Wait, should I mention that frailty alone does not exclude? The reason for non_compliant is the lack of screening. The exclusion was considered but not met. The deciding criterion is the numerator failure.
Yes.
Status: "non_compliant"
Reason: "No colorectal cancer screening event in any applicable look-back window."
Let me verify if there are any other nuances.
- Age 73 on 12/31/2026. Born 1953-08-09. On 2026-08-09 they turn 73. On 2026-12-31 they are still 73. Correct.
- Measurement year 2026-01-01 to 2026-12-31. Enrolled continuously. Correct.
- No gaps mentioned. Correct.
Everything seems straightforward.
Final JSON:
```json
{
"status": "non_compliant",
"reason": "No colorectal cancer screening event in any applicable look-back window."
}
```
Wait, let me re-read the prompt for any extra keys. The task says "Required JSON keys: status, reason". And for QM-FUM it mentions two further keys, but this is QM-CRC. So only status and reason.
"Include every required key. Do not add keys that were not asked for."
So just status and reason.
Let me reconsider the reason to make sure it's precise and under 30 words.
"No colorectal cancer screening in any numerator look-back window." (9 words)
"No qualifying CRC screening documented during any look-back period." (9 words)
"Member lacks any numerator screening event through 2026-12-31." (9 words)
I'll use: "No colorectal cancer screening documented in any applicable look-back window."
Is there any ambiguity about "on record in the last ten years" covering all look-back windows?
- N1: 2026 only (1 year)
- N2: 2026 + 2 prior = 3 years
- N3: 2026 + 4 prior = 5 years
- N4: 2026 + 4 prior = 5 years
- N5: 2026 + 9 prior = 10 years
The record says "No screening of any modality on record in the last ten years." This definitely covers all look-back windows.
Also check E4 again. "both frailty and advanced illness documented during the measurement year". Frailty is documented during measurement year (2026-02-20). Advanced illness is not. So exclusion E4 is not met.
Everything looks solid.json{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in any applicable look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 965 tokens
We need to evaluate the member against QM-CRC (Colorectal Cancer Screening) measure.
Member details:
- Member 40207
- DOB: 1953-08-09
- Age on 2026-12-31: 2026-12-31 minus 1953-08-09 = 73 years old (since birthday in August, before Dec 31). So age is 73.
- Age range for denominator: 46 through 75 years as of 2026-12-31. 73 falls in that range.
- Continuous enrollment: 2026-01-01 through 2026-12-31, continuous. Meets full measurement year with no gaps.
- So member is in denominator unless excluded.
Exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Member has no colorectal cancer. So not excluded.
E2. Total colectomy any time on or before 2026-12-31. Member has no colectomy. Not excluded.
E3. Hospice at any time during measurement year. No hospice. Not excluded.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year.
- Age 73 >= 66.
- Frailty documented: yes, on 2026-02-20.
- Advanced illness: No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure.
- The exclusion requires both frailty AND advanced illness documented during measurement year. Frailty alone does not exclude, advanced illness alone does not exclude. Since advanced illness is not present, exclusion E4 is NOT met.
So member is not excluded.
Numerator: Any one of the following by look-back window measured back from 2026-12-31:
N1. FOBT or FIT during 2026.
N2. Stool DNA during 2026 or prior two years (2024-2026).
N3. Flexible sigmoidoscopy during 2026 or prior four years (2022-2026).
N4. CT colonography during 2026 or prior four years (2022-2026).
N5. Colonoscopy during 2026 or prior nine years (2017-2026).
History says: No screening of any modality on record in the last ten years.
So none of the numerator events are present.
Therefore member is in denominator, not excluded, does not meet numerator: status = "non_compliant".
Reason: one sentence, under 30 words, naming specific criterion or date that decided it.
Possible reason: "No qualifying colorectal cancer screening in the look-back window."
Or: "Member had no screening of any modality in the last ten years."
But cause for non-compliance is failure to meet numerator. Let's craft concise.
"Member has no colorectal cancer screening documented in the required look-back period."
Count words: Member(1) has(2) no(3) colorectal(4) cancer(5) screening(6) documented(7) in(8) the(9) required(10) look-back(11) period(12). = 12 words, under 30.
Alternatively, "No qualifying screening in look-back window ending 2026-12-31." (9 words).
Let's verify if there is any nuance about "last ten years" in history. Look-back windows:
- N1 is just 2026.
- N2 is three-year window.
- N3 is five-year.
- N4 is five-year.
- N5 is ten-year.
If no screening in last ten years, then certainly none in any window. So numerator not met.
Check if any exclusion could apply? E4 only if BOTH frailty and advanced illness. Member has frailty but not advanced illness. So not excluded.
Denominator age: must be 46 through 75 as of 2026-12-31. Member is 73. Yes.
Enrollment: continuous, full measurement year. Yes.
Thus status = non_compliant.
The required JSON keys: "status", "reason". No extra keys.
Task family says: For QM-FUM require two further keys, but this is QM-CRC, so only status and reason.
Thus:
```json
{
"status": "non_compliant",
"reason": "Member has no colorectal cancer screening documented in the required look-back period."
}
```
Double-check: "no screening of any modality on record in the last ten years." That is accurate. Could also say: "No qualifying CRC screening within the specified look-back window." (9 words). Both fine.
I will produce exactly one fenced JSON code block.json{
"status": "non_compliant",
"reason": "Member has no colorectal cancer screening documented in the required look-back period."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,067 tokens
We need to evaluate member 40207 against QM-CRC measure spec.
Measure: QM-CRC — Colorectal Cancer Screening. Measurement year 2026-01-01 through 2026-12-31.
Denominator criteria:
- Age 46 through 75 years as of 2026-12-31.
- Continuous enrollment: full measurement year with no more than one gap of up to 45 days.
Member: DOB 1953-08-09. Age on 2026-12-31: 2026-1953 = 73. Born in August, so as of Dec 31, 2026, they have not yet turned 74? Wait: DOB 1953-08-09. In 2026, they turn 73 on 2026-08-09. They will be 73 years old as of 2026-12-31. So age is 73. That is within 46-75 inclusive. So denominator age satisfied.
Enrollment: 2026-01-01 through 2026-12-31, continuous. That meets the continuous enrollment requirement.
So member is in denominator.
Now exclusions are evaluated before numerator.
Required exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. Record says no colorectal cancer. So E1 not met.
E2. Total colectomy any time on or before 2026-12-31. Record says no colectomy. So E2 not met.
E3. Hospice at any time during the measurement year. Record says no hospice. So E3 not met.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year. Frailty alone does not exclude, and advanced illness alone does not exclude.
Member is age 73, so age >=66 satisfied. Frailty documented: 2026-02-20 office visit with gait instability, two falls in six months, walker dependence. So frailty is documented during measurement year.
Advanced illness: Record says "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." So advanced illness is NOT documented.
E4 requires BOTH frailty AND advanced illness. Since advanced illness is absent, E4 is not met.
Thus no exclusion applies.
Now numerator: any one of N1-N5 by look-back window measured back from 2026-12-31.
Record says: "No screening of any modality on record in the last ten years." So no screening. Therefore numerator not met.
Thus status is "non_compliant".
Reason: one sentence, under 30 words, naming the specific criterion or date that decided it.
We need to say why non_compliant: no colorectal cancer screening in the required look-back period.
We should be specific: "No colorectal cancer screening on record in the look-back window." Or "Member has no documented CRC screening during the applicable look-back period." Let's keep it concise.
Wait, check if there is any nuance about the exclusion E4: Age 66+ and both frailty and advanced illness. Member has frailty but not advanced illness. So not excluded.
Status: non_compliant.
Reason: "No screening of any modality documented in the last ten years." Or perhaps "Member lacks any CRC screening in the required look-back period." Let's count words: "No colorectal cancer screening documented in the look-back window." That's 9 words. Good.
But the instruction says "naming the specific criterion or date that decided it". The criterion is the absence of numerator events. So saying "No colorectal cancer screening on record in the last ten years." is fine.
Let's ensure JSON format exactly as required.
Required keys: "status", "reason". For QM-CRC, only these two. No "met_7_day" etc. Those are for QM-FUM.
So JSON:
{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in the look-back window."
}
Check word count: 9 words. Under 30.
Double-check if any other nuance: The measurement year is 2026. The look-back for colonoscopy is ten years. No screening in last ten years. So indeed non-compliant.
Wait, what about age? Age 73 is in denominator. Continuous enrollment yes. So denominator yes.
Could there be any exclusion related to frailty? No, because advanced illness is absent.
Could "frailty documented" be considered advanced illness? The record explicitly says "No advanced illness diagnosis on record." The spec says advanced illness must be documented. So not met.
Thus answer is straightforward.
Let's ensure no extra keys, no commentary outside JSON block.
One fenced JSON code block.
```json
{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in the look-back window."
}
```
That should be it.json{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in the look-back window."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Pro · DeepSeek10.1s · 396 out | 10.3s · 684 out | 6.5s · 397 out
Reasoning · 360 tokens
We are asked to place member 40207 under measure QM-CRC. We have the member record and the measure specification.
The member is 73 years old on 2026-12-31. So age 46-75, qualifies.
Continuous enrolment: from 2026-01-01 through 2026-12-31, no gaps. Meets continuous enrollment.
So eligible for denominator.
Now check exclusions:
E4: Age 66 or older (yes, 73) AND both frailty and advanced illness documented during the measurement year. Frailty documented? Record says frailty documented: gait instability, two falls in six months, walker dependence. That qualifies as frailty. But need advanced illness. No advanced illness diagnosis on record. So E4 not met (only frailty, no advanced illness).
Other exclusions: E1 colorectal cancer? No. E2 total colectomy? No. E3 hospice? No. So no exclusion applies.
Thus the member is in denominator, not excluded.
Now numerator: need any screening per the look-back windows. No screening of any modality in last ten years. So none of N1-N5 met. Thus numerator not met.
Thus status: "non_compliant".
Reason: "No colorectal cancer screening on record within the applicable look-back windows."
We must also ensure reason is under 30 words. That's fine.
For QM-FUM keys? This is QM-CRC, not QM-FUM. So we don't need those keys. The instruction says "Items drawn from measure QM-FUM require two further keys: ...". So for QM-CRC, we only need status and reason.
Thus output JSON with status non_compliant and reason.json{
"status": "non_compliant",
"reason": "No colorectal cancer screening on record within the applicable look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 638 tokens
We are evaluating QM-CRC for Member 40207.
First, check eligibility:
- Age: 73 as of 2026-12-31. The eligible age range is 46-75, so 73 is within that range. Eligible by age.
- Continuous enrolment: the record says "2026-01-01 through 2026-12-31, continuous." That meets the continuous enrolment requirement (no gaps).
So the member is in the denominator unless excluded.
Now, exclusions:
- E1: Colorectal cancer? None. Not excluded.
- E2: Total colectomy? None. Not excluded.
- E3: Hospice? None. Not excluded.
- E4: Age 66 or older (yes, 73) AND both frailty and advanced illness documented during the measurement year. Frailty is documented on 2026-02-20 (gait instability, falls, walker dependence). However, advanced illness is not documented. The record explicitly says "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." So the member does not meet the E4 exclusion because both frailty and advanced illness are required. Frailty alone does not exclude.
Thus, the member is not excluded. They are in the denominator.
Now, numerator evaluation: The measurement year is 2026. The look-back windows are measured from 2026-12-31.
None of the screening tests are on record. The record says "No screening of any modality on record in the last ten years." Therefore, no N1-N5 events.
Thus, the member is non_compliant.
Now, reason: "No qualifying colorectal cancer screening in the required look-back windows." Could be more specific? The measure says, for example, N1 FOBT/FIT in 2026, N2 stool DNA in 3-year window, N3 flex sig in 5-year window, N4 CT colonography in 5-year window, N5 colonoscopy in 10-year window. Since there is no screening in the last ten years, none of those.
So status: non_compliant, reason: "No qualifying colorectal cancer screening test in the required look-back windows as of 2026-12-31." That's under 30 words.
This measure is QM-CRC, not QM-FUM, so we don't need the extra keys "met_7_day" and "met_30_day". The task says "Items drawn from measure QM-FUM require two further keys... For a member who is 'excluded' or 'not_eligible' under QM-FUM, report both as false." But this is QM-CRC, so we don't include them. The required JSON keys are only "status" and "reason". I'll output just that.
Make sure not to include extra keys.
So final JSON: { "status": "non_compliant", "reason": "No qualifying colorectal cancer screening test in the required look-back windows as of 2026-12-31." }json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening test in the required look-back windows as of 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 351 tokens
We are given member 40207. DOB 1953-08-09, so age at 2026-12-31: 2026 - 1953 = 73 years. Age is between 46 and 75, so eligible by age. Continuous enrolment: yes, full year with no gap. So denominator eligible initially.
Exclusions:
E1: No colorectal cancer.
E2: No total colectomy.
E3: No hospice.
E4: Age 66 or older (73, yes) AND both frailty and advanced illness documented during measurement year. Frailty is documented on 2026-02-20: gait instability, two falls, walker dependence. But advanced illness is NOT documented. So E4 requires both, so not met.
Thus no exclusion applies. Member remains in denominator.
Numerator: Need any one of the screening tests within specified windows. No screening of any modality in last ten years. So none of N1-N5 met. Thus non-compliant.
Reason: No colorectal cancer screening documented within the required look-back windows.
Status: "non_compliant"
For QM-CRC, only keys are status and reason per task? The task says "Items drawn from measure QM-FUM require two further keys...". QM-CRC is not QM-FUM, so we don't need met_7_day or met_30_day. So we just output status and reason.
Let's form the reason: "No qualifying colorectal cancer screening test (FOBT, FIT, stool DNA, sigmoidoscopy, CT colonography, or colonoscopy) documented within the specified look-back periods."
Under 30 words. OK.
Output JSON.json{
"status": "non_compliant",
"reason": "No qualifying colorectal cancer screening test documented within the required look-back windows as of 2026-12-31."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.8s · 121 out | 1.8s · 88 out | 1.4s · 85 out
json{"status":"non_compliant","reason":"Age 73 with continuous 2026 enrollment; no exclusion applies and no qualifying colorectal screening occurred within the required look-back windows."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Eligible by age and continuous enrolment; no qualifying colorectal screening occurred within the specified look-back windows."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{"status":"non_compliant","reason":"Eligible by age and continuous enrollment; no qualifying colorectal cancer screening documented within the required look-back windows."}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100DeepSeek V4 Flash · DeepSeek18.1s · 538 out | 42.0s · 482 out | 21.3s · 864 out
Reasoning · 493 tokens
We need answer JSON with status etc. Need follow instructions. Need determine measure. Member DOB 1953-08-09, age on 2026-12-31? Let's calculate. Born Aug 9 1953. Dec 31 2026: age 73 (turned 73 in Aug). Eligible population age 46 through 75 as of Dec 31 2026, so 73 qualifies. Continuous enrolment full measurement year yes. No exclusions? Required exclusions: E1 colorectal cancer any time on or before 2026-12-31: no. E2 total colectomy: no. E3 hospice during measurement year: no. E4 age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during measurement year. Age 73 >=66. Frailty documented? History: Frailty documented: gait instability, two falls in six months, walker dependence. Advanced illness diagnosis? No advanced illness diagnosis on record, no dementia, no metastatic disease, no end stage organ failure. So E4 requires both frailty and advanced illness. Only frailty, no advanced illness, so not excluded. Thus denominator eligible, not excluded.
Numerator: any screening by look-back windows. "No screening of any modality on record in the last ten years." So none. Therefore non_compliant. Need include met_7_day and met_30_day? The task says "Items from measure QM-FUM require two further keys: met_7_day, met_30_day" But this measure is QM-CRC, not QM-FUM. The prompt says "Items drawn from measure QM-FUM require two further keys..." But current measure is QM-CRC, not QM-FUM. So do not include those keys. Need output status and reason only. But maybe the generic instruction says required JSON keys: status, reason. For QM-FUM additional keys but not applicable. So output {"status":"non_compliant","reason":"..."} Reason under 30 words, naming specific criterion/date. Need mention no screening in required look-back; age 73 eligible. Maybe reason: "No colorectal cancer screening on record in look-back window; member is 73 as of 2026-12-31, eligible, no exclusions." Keep under 30 words. Ensure JSON only. {"status":"non_compliant","reason":"No colorectal cancer screening on record in the look-back window; member age 73 as of 2026-12-31 is eligible with no exclusions."}Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 448 tokens
We need to evaluate measure QM-CRC for member 40207. Date of birth 1953-08-09, so as of 2026-12-31, age is 73. That is within 46-75? Actually age 73 within range. Continuous enrolment full year. Denominator eligible.
Numerator: any screening? No screening of any modality in last ten years. So does not meet numerator.
Exclusions:
E1 colorectal cancer no.
E2 total colectomy no.
E3 hospice no.
E4 Age 66 or older as of 2026-12-31 (he is 73) AND both frailty and advanced illness documented during measurement year. Frailty documented, but no advanced illness diagnosis. So E4 not met because both required.
Thus status: in denominator, not excluded, doesn't meet numerator => "non_compliant"
Reason: one sentence under 30 words naming specific criterion or date. E.g., "No qualifying screening in look-back window; frailty only, no advanced illness, so exclusion E4 not met." Need under 30 words. Let's craft.
Need exactly JSON keys: status, reason. No extra keys because measure is QM-CRC, not QM-FUM. So output status and reason only.
Check instructions: "Items drawn from measure QM-FUM require two further keys..." Not applicable. So just status, reason.
Reason: "No colorectal cancer screening on record in the ten-year look-back window; exclusions not met." But mention frailty/advanced illness? Specific criterion: E4 requires both frailty and advanced illness; only frailty documented. Could be: "No screening in any look-back window; age 73 is eligible; E4 requires advanced illness with frailty, absent." Let's ensure under 30 words. Count: "No screening in any look-back window; age 73 is eligible; E4 requires advanced illness with frailty, absent." That's 16 words. Good.
But does naming "age 73 is eligible" help? It's fine.
Let's finalize JSON.json{
"status": "non_compliant",
"reason": "No screening in any look-back window; age 73 is eligible; E4 requires advanced illness with frailty, absent."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 816 tokens
We are given a member record for Member 40207 (measure QM-CRC — Colorectal Cancer Screening). We need to classify the member with one of four statuses:
- compliant
- non_compliant
- excluded
- not_eligible
And provide a reason. The reason must be a single sentence under 30 words, naming the specific criterion or date that decided it.
Let's analyze the member's information:
- Date of birth: 1953-08-09, so age on 2026-12-31 is 73 years old. This is within 46-75, so age eligible.
- Enrolment: 2026-01-01 through 2026-12-31, continuous. That satisfies the continuous enrolment requirement (full measurement year with no more than one gap of up to 45 days).
- History: 2026-02-20 office visit. Frailty documented: gait instability, two falls in six months, walker dependence. No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure.
- No screening of any modality on record in the last ten years.
- No colorectal cancer, no colectomy, no hospice.
We need to check the exclusions:
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31. None.
E2. Total colectomy any time on or before 2026-12-31. None.
E3. Hospice at any time during the measurement year. None.
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year. The member is 73, so age condition met. Frailty is documented (from the 2026-02-20 note). Advanced illness is not documented; in fact, it says no advanced illness diagnosis on record. So both are not present. Therefore, E4 is not met.
So no exclusions apply.
Now the member is in the denominator (age and enrolment met). The numerator requires any one of N1-N5. The member has no screening of any modality in the last ten years. So no numerator event. Therefore, the member is non_compliant.
Thus:
- status: "non_compliant"
- reason: A single sentence under 30 words. Example: "No colorectal cancer screening on record; member is 73, enrolled all year, with no exclusions met, and no numerator event." We need to be concise and specific.
Let's count words: "No colorectal cancer screening on record; member is 73, enrolled all year, with no exclusions met, and no numerator event." That's 21 words. Good.
We also need to ensure it names the specific criterion or date that decided it. The deciding criterion is the absence of any screening in the look-back windows. We can say "No screening in the past ten years" which is the crux.
Since this is not QM-FUM, we don't need the extra keys. The task says "Items drawn from measure QM-FUM require two further keys". This is QM-CRC, so we only have status and reason.
Thus, the JSON output should be:
{
"status": "non_compliant",
"reason": "No colorectal cancer screening on record; member is 73, enrolled all year, no exclusions met, and no numerator event."
}
That's under 30 words. Ensure no quotes inside that break JSON? It's fine.
Let's just double-check if there's any chance of an exclusion due to age 66+ and frailty/advanced illness. E4 requires both frailty AND advanced illness. Only frailty is present, so no. Also, the member has no colorectal cancer, colectomy, or hospice. So no exclusions.
Thus, the status is "non_compliant".json{
"status": "non_compliant",
"reason": "No colorectal cancer screening on record; member is 73, enrolled all year, no exclusions met, and no numerator event."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic28.7s · 2,523 out | 17.2s · 1,796 out | 22.7s · 2,140 out
Reasoning · 2,479 tokens
Let me work through QM-CRC (Colorectal Cancer Screening) for Member 40207.
**Step 1: Check Eligibility (Denominator)**
Age requirement: 46-75 years as of 2026-12-31
- Member's DOB: 1953-08-09
- Age on 2026-12-31: 73 years old
- ✓ Meets age requirement (46-75)
Continuous enrolment: Full measurement year with no more than one gap of up to 45 days
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ✓ Meets enrolment requirement
**Member is eligible for the denominator.**
**Step 2: Check Required Exclusions**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states: "No colorectal cancer"
- ✗ Does not meet exclusion
E2. Total colectomy any time on or before 2026-12-31
- Record states: "no colectomy"
- ✗ Does not meet exclusion
E3. Hospice at any time during the measurement year
- Record states: "no hospice"
- ✗ Does not meet exclusion
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- Age 66+: Member is 73, so ✓
- Frailty documented: "Frailty documented: gait instability, two falls in six months, walker dependence" on 2026-02-20, ✓
- Advanced illness: "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." ✗
- Since both frailty and advanced illness are required and advanced illness is absent, this exclusion isn't met.
**Member is not excluded.**
**Step 3: Check Numerator**
Looking back from 2026-12-31:
N1. FOBT or FIT during 2026
- Record: "No screening of any modality on record in the last ten years"
- ✗ Not met
N2. Stool DNA test during 2026 or the two years prior (three-year window: 2024-2026)
- Same record, no screening on file
- ✗ Not met
N3. Flexible sigmoidoscopy - need to check the five-year window next.
N4. CT colonography during 2026 or the four years prior (five-year window: 2022-2026)
- ✗ Not met, no screening on record
N5. Colonoscopy during 2026 or the nine years prior (ten-year window: 2017-2026)
- ✗ Not met, no screening on record
**Member does not meet the numerator.**
**Conclusion:**
- Status: "non_compliant" - in denominator, not excluded, numerator unmet
- Need to cite the specific criterion driving this: denominator eligibility (age 73, continuous enrollment), no exclusion applies (E4...
...requires frailty AND advanced illness together, member only has frailty), and no numerator criterion satisfied.
Reason should be a single sentence under 30 words: "No qualifying colorectal cancer screening documented in applicable look-back periods."
Age 73 satisfies the 66+ threshold for E4, but exclusion doesn't apply since advanced illness is absent.
Frailty confirmed, but advanced illness diagnosis is not on record — the exclusion needs both, so E4 fails and the member isn't excluded.
With denominator eligibility met and no exclusion, the case hinges entirely on the numerator: no colonoscopy, FIT, FIT-DNA, CT colonography, or flexible sigmoidoscopy documented within any required window.
Status: non_compliant, reason: "No colorectal cancer screening documented in required look-back periods."
met, so the reason should reflect the missing screening.
Non-compliant confirmed. Checking the reason length: 9 words, well under 30. Final status and reason align with the eligibility analysis - member qualifies, isn't excluded (frailty alone doesn't satisfy E4's "both" requirement), and lacks documented screening.
ator lists N1-N5, each with its own look-back window, and none are satisfied since no screening exists at all.
Simplifying further: "No colorectal cancer screening documented." — clean but omits the look-back context. I'll settle on "No colorectal cancer screening documented in required look-back periods." as the final reason, since it's both concise and specific.
```json
{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in required look-back periods."
}
```
json{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in required look-back periods."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,750 tokens
Let me work through this quality measure step by step.
**MEASURE QM-CRC — COLORECTAL CANCER SCREENING**
Measurement year: 2026-01-01 through 2026-12-31
**Step 1: Check Eligibility (Denominator)**
Age requirement: 46 through 75 years as of 2026-12-31
- Member DOB: 1953-08-09
- Age on 2026-12-31: 73 years old
- ✓ Meets age requirement
Continuous enrolment: full measurement year with no more than one gap of up to 45 days
- Enrolment: 2026-01-01 through 2026-12-31, continuous
- ✓ Meets enrolment requirement
**The member IS eligible and enters the denominator.**
**Step 2: Check Required Exclusions (evaluated before numerator)**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states: "No colorectal cancer"
- ✗ No exclusion
E2. Total colectomy any time on or before 2026-12-31
- Record states: "no colectomy"
- ✗ No exclusion
E3. Hospice at any time during the measurement year
- Record states: "no hospice"
- ✗ No exclusion
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year. Frailty alone does not exclude, and advanced illness alone does not exclude.
- Age on 2026-12-31: 73 years old
- ✓ Age 66 or older
- Frailty documented: 2026-02-20 Office visit documents "gait instability, two falls in six months, walker dependence"
- ✓ Frailty documented, but no advanced illness diagnosis found — no dementia, metastatic disease, or end stage organ failure noted.
- Both criteria are needed to trigger E4, and only frailty is satisfied.
- ✗ No exclusion applies here.
**The member is NOT excluded.**
**Step 3: Check Numerator**
Now I need to verify if any qualifying screening occurred within the look-back window ending 2026-12-31, starting with N1 — FOBT/FIT testing during 2026.
Checking each modality against the record, which states: "No screening of any modality on record in the last ten years." This single line rules out N1 through N5 entirely — no FOBT/FIT, no stool DNA test, no flexible sigmoidoscopy, no CT colonography, and no colonoscopy within any of their respective windows.
**The member does NOT meet the numerator.**
**Step 4: Status Determination**
- Denominator: YES
- Excluded: NO
- Numerator met: NO
**Status: "non_compliant"**
For the reason, I want something concise under 30 words naming the deciding fact — the complete absence of any documented screening. "No colorectal cancer screening documented in required look-back windows" captures this well.
Now let me double-check the frailty/advanced illness exclusion (E4) more carefully: age 66+ AND both frailty and advanced illness documented during the measurement year. The member is 73, satisfying the age criterion, and has frailty documented on 2026-02-20.
But advanced illness is explicitly absent — "No advanced illness diagnosis on record." Since both conditions are required and only one is met, E4 doesn't apply, confirming non_compliant.
For the final reason, I'll aim for something like "No colorectal cancer screening of any type documented during measurement year or applicable look-back windows" — 15 words, specific enough to name the deciding criterion.
Simplifying further: "No colorectal cancer screening documented in applicable measurement and look-back windows" — ten words, names the deciding fact plainly. That's the summary I'll use.
json{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in applicable measurement and look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,095 tokens
Let me work through the QM-CRC measure specification against this member's record.
**ELIGIBILITY (DENOMINATOR)**
Age requirement: 46 through 75 years as of 2026-12-31
- Member is born 1953-08-09
- As of 2026-12-31, they are 73 years old
- ✓ Meets age requirement
Continuous enrollment: full measurement year with no more than one gap of up to 45 days
- Enrollment: 2026-01-01 through 2026-12-31, continuous
- ✓ Meets enrollment requirement
The member enters the denominator.
**EXCLUSIONS**
E1. Colorectal cancer (C18-C21) any time on or before 2026-12-31
- Record states: "No colorectal cancer"
- ✗ Not excluded
E2. Total colectomy any time on or before 2026-12-31
- Record states: "no colectomy"
- ✗ Not excluded
E3. Hospice at any time during the measurement year
- Record states: "no hospice"
- ✗ Not excluded
E4. Age 66 or older as of 2026-12-31 AND both frailty and advanced illness documented during the measurement year
- Member is 73 years old as of 2026-12-31 ✓ (meets age part)
- Frailty is documented: "Frailty documented: gait instability, two falls in six months, walker dependence" ✓
- Advanced illness: "No advanced illness diagnosis on record. No dementia, no metastatic disease, no end stage organ failure." ✗
- The member has frailty but NOT advanced illness
- The specification says: "Frailty alone does not exclude, and advanced illness alone does not exclude."
- Both are required together, and this member only has one - not the other.
The member is not excluded.
**NUMERATOR**
Checking each screening modality against its look-back window as of 2026-12-31:
N1. FOBT/FIT during 2026 - record shows none in ten years, ✗
N2. Stool DNA test within the 2024-2026 window - none on record, ✗
N3. Flex sig within the 2022-2026 window - none, ✗
N4. CT colonography within the 2022-2026 window - none, ✗
N5. Colonoscopy within the 2017-2026 window - none, ✗
No numerator criteria are satisfied.
**CONCLUSION**
- In denominator, not excluded, numerator not met
- Status: "non_compliant"
- Reason: No
A concise reason string: "No colorectal cancer screening documented in measurement year or required prior periods." (13 words, fits the limit)
Double-checking the full assessment: eligibility confirmed (age 73, continuous enrollment met), no exclusions apply (no cancer/colectomy history, no hospice, frailty alone doesn't exclude without advanced illness), and numerator fails since no FOBT/FIT, stool DNA, sigmoidoscopy/CT colonography, or colonoscopy appears within any applicable look-back window. This confirms non_compliant status.
exact windows: FOBT/FIT in 2026, stool DNA in 2026 or prior two years, flex sig in 2026 or prior four years, CT colonography in 2026 or prior four years, colonoscopy in 2026 or prior nine years.
With no screening of any modality documented in the last ten years, none of N1-N5 can be satisfied.
Settling on a concise reason under the word limit: "No colorectal cancer screening documented in applicable look-back periods." This captures the compliance gap clearly.
```json
{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in applicable look-back periods."
}
```
This fits since the member falls in the denominator, has no exclusion, and fails the numerator criteria.
json{
"status": "non_compliant",
"reason": "No colorectal cancer screening documented in applicable look-back periods."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}33DeepSeek V3.2 · DeepSeek1.7s · 33 out | 2.0s · 38 out | 1.3s · 38 out
json{
"status": "non_compliant",
"reason": "No qualifying screening test found within required look-back windows."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "non_compliant",
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"status": "excluded",
"reason": "Member age 73 has both frailty and advanced illness documented, which triggers E4."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "excluded",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}json{
"status": "not_eligible",
"reason": "Member age is 73, exceeding the measure denominator upper age limit of 75."
}
Grader detail
json{
"fields": [
{
"field": "status",
"want": "non_compliant",
"got": "not_eligible",
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}